Unique AI vs. MS Copilot vs. ChatGPT (Nov 2025)

38 min read

Introduction

We evaluated three platforms — UAI, CoPilot, and ChatGPT, all using GPT-5 — on a set of complex financial and legal documents using an upload & ask workflow. For each model, we compared answer quality (average score (1-5 and error rate, Accuracy/completeness: correct answer, hallucination check, exact page citation), and speed (upload time and total latency from upload to final response). This allowed us to quantify the speed–accuracy trade-off between the models and identify which one is most suitable for high-stakes financial and regulatory use cases.

Conclusion

Concluding this evaluation, an inversely proportional relationship between upload speed of the file and accuracy was detected. This is illustrated by the comparison of the upload speed or average total latency [s] with the error rate [%]. The following table allows us to observe patterns and judge performance on a broader level.

Model

Average
Score [1-5]

Error Rate
[%]

Average Total Latency [s]

Average Upload Speed [s]

Average TimeToStream
[s]

UAI

4.39

0.14

112.26

89.66

6.55

CoPilot

3.14

0.43

38.07

3.03

11.13

ChatGPT

3.84

0.20

98.75

27.41

20.68

Figure 1: The error rate represents the percentage of answers below the score of 3, which are deemed as incomplete/irrelevant. The average total latency ([s] = upload speed + sum of TTS of a conversation) is the total time “spent” using the tool, less slack.

Across the evaluated financial and legal documents, UAI delivers the highest answer quality (average score ≈4.4/5, error rate 14%) with the lowest variance, while ChatGPT is in the middle (≈3.8/5, 20% errors) and CoPilot performs worst (≈3.1/5, 43% errors and several complete non-answers). This quality comes at the cost of ingestion speed: UAI has by far the slowest upload times (~90s vs ~27s for ChatGPT and ~3s for CoPilot) and the highest total latency (~112s vs ~99s and ~38s respectively).

Overall, we see a clear trade-off between upload speed and response accuracy: the fastest ingester (CoPilot) is also the least reliable, whereas UAI’s slow ingestion is offset by consistently higher-quality answers once the file is loaded. For high-stakes financial queries, this suggests that UAI’s superior precision and stability outweigh its slower uploads, with ChatGPT as a reasonable middle ground and CoPilot’s speed not sufficiently compensating for its high error rate.

Additional findings (RAW):

  • UAI

    • By far the longest upload time, but it’s offset by the quality of the answer and subsequent TTS after file-upload.

    • UAI has the lowest variance and is usually very accurate

    • Sometimes unable to properly apply legal/financial insights to real-world examples. Even on internal search it generalizes information too much and fails to identify exceptions (CoPilot and to a lesser degree ChatGPT also problematic here though)

  • CoPilot

    • With the file:
      BOEING_2022_10K.pdfPDF documentDownload

    • Six queries on Copilot resulted in errors () - graded as outliers until further notice…

    • With files above 500 pages, often does not give an answer, as the file is too large to read, which sometimes leads to complete refusal of answering

    • Worst score and accuracy, and high variance in the responses' quality, so bad answers are completely useless/irrelevant, but good answers usually are on point

    • The fast upload time is ambiguous, as the file is not fully read when uploaded, so questions have a very high delay respect to the usual answer time of the model (1s average usual response time, up to 10s for non-trivial questions)

  • ChatGPT

    • Even if the initial ingestion of the file is significantly faster than UAI, the response time is by far the slowest, which is worse in case of multiple queries on the same file, but has advantages on single/limited queries cases

    • The accuracy is still significantly worse than UAI, but better than CoPilot

    • Provides structurally more readable answers

Additional Metrics: see calculations on the excel file: fin_AI_comparison_data.xlsxExcel spreadsheetDownload

Model

Error Rate

Average Total Latency

Error Density
(Latency)

Error Density (Upload Time only)

Efficiency [points/s]

UAI

0.14

112.26

0.13%

0.16%

0.67

CoPilot

0.43

38.07

1.13%

14.17%

0.28

ChatGPT

0.20

98.75

0.21%

0.74%

0.19

Figure 2: The higher the error density, the more prone is the respective LLM to make errors per total latency. (average total latency ([s] = duration of file-upload + sum of TTS of a conversation,
error rate = percentage of answers below the score of 3 / total amount of answers). Efficiency was calculated by dividing average Score / average TTS. Error density was calculated by dividing the error rate by total latency.

Based on the significance of the error density difference between CoPilot and UAI5, we can conclude that its strong advantage in speed is not justified by the answer quality, especially regarding financial queries, which need to be as precise as possible.

Upload & Ask

Score [1-5]

Model \ Files

3M 10K 2018

AMEX 10K 2022

PEPSICO 10K 2022

MGM 2022 Q4 Earnings

COCACOLA 10K 2018 

PEPSICO 10K 2021 

BOEING 10K 2022

JPMorgan 10-Q 2021 Q1  

Pfizer 2021 10-K

Pfizer 2023 Q2 10-Q

Verizon 2022 10-K

HSBC Holdings PLC

BP Annual Report 2024 

Saudi Aramco IPO

Vanguard Funds PLC

Swiss Obligation Code 

ECB Central Liquidity Management 

Basel Framework

IMF Selected Decisions

ECB Commission Regulation

Average

Variance

UAI

5

5

4

3

5

4

5

5

5

5

5

5

5

5

5

5

2

5

5

2

5

5

2

5

5

5

2

5

5

5

5

2

5

5

5

5

5

5

5

5

5

4

5

5

4

5

2

4

4

5

5

1

2

5

5

5

5

5

5

4

5

5

5

5

5

5

5

1

1

4.39

1.42

CoPilot

2

2

3

4

2

4

4

5

5

5

5

5

5

5

5

5

2

5

2

1

1

1

2

1

1

4

2

5

5

2

4

5

5

5

5

5

3

1

3

1

1

4

3

1

1

0

5

1

1

5

1

4

5

4

4

3

1

2

5

2

5

1

2

3.14

2.83

ChatGPT

4

4

5

4

4

4

4

5

5

5

5

5

5

4

2

4

4

3

3

1

4

3

2

5

2

3

4

4

4

3

5

5

2

5

5

5

4

3

5

2

5

5

5

3

3

3

2

5

5

1

1

2

5

1

5

5

5

5

5

5

5

2

5

1

5

5

5

1

5

3.84

1.84


Time To Stream [s]

Model / Files

3M 10K 2018

AMEX 10K 2022

PEPSICO 10K 2022

MGM 2022 Q4 Earnings

COCACOLA 10K 2018 

PEPSICO 10K 2021 

BOEING 10K 2022

JPMorgan 10-Q 2021 Q1  

Pfizer 2021 10-K

Pfizer 2023 Q2 10-Q

Verizon 2022 10-K

HSBC Holdings PLC

BP Annual Report 2024 

Saudi Aramco IPO

Vanguard Funds PLC

Swiss Obligation Code 

ECB Central Liquidity Management 

Basel Framework

IMF Selected Decisions

ECB Commission Regulation

Average

Variance

UAI

4.9

4.6

6.5

5.4

6.5

6.1

6.1

6.7

6

5.7

5.6

5.6

5.9

6

6.7

3.7

3.7

4.5

4.6

6.8

5.3

4.8

5

6.3

3.9

5

4.7

5.3

4.8

6

5.6

8.5

5.1

7.8

4.9

4.4

4.9

4.5

5.6

3.9

5.6

4

9.4

13

8.5

8.5

7.5

11.7

7.2

14

7.7

11.8

14.8

7.8

7.35

6.1

6.4

7.53

5.82

7.86

9.854

12.932

8.486

7.896

5.93

7.2

2.092

1.311

5.928

6.55

6.59

CoPilot

3.2

1.7

2.1

9.4

12.2

3.9

3.9

3.6

13.2

3.2

6.1

12.1

25.2

14.7

10.4

3.4

3.11

2.8

2.9

1.6

1.9

2.8

2.2

2.2

5.3

10.2

17.2

11.4

9.4

10.2

3.8

3.6

3

11.6

6

1.5

3.4

2.7

2.1

1.6

1.7

1.9

1.8

1.6

2.5

15.5

27.4

46.8

12.4

8.1

39.3

16.6

12.03

7.48

91.47

80.94

15.05

7.43

6.54

10.68

10.19

15.26

17.38

11.12

263.07

ChatGPT

19.3

19.9

38.6

28.7

43.3

53.5

8.1

15.4

14.9

10.6

20.1

32.1

11.4

16.5

32.5

54.2

9.6

17.5

28.5

15.6

20.9

34.1

32.9

22.6

25.4

20.8

21.3

31.2

19.6

19.6

21.8

14.1

6.6

11.4

6.6

8.4

24.8

15.5

28

9.6

5.1

4.5

14.1

12.9

17.4

30.4

20.6

27.8

51.6

25.5

37.5

23.9

9.1

24.7

37.1

8.1

21.4

24.93

21.11

16.07

19.02

6.61

14.31

25.91

3.91

5.81

19.04

9.91

3.04

20.68

135.86


Upload Time [s]

Model \ Files

3M 10K 2018

AMEX 10K 2022

PEPSICO 10K 2022

MGM 2022 Q4 Earnings

COCACOLA 10K 2018 

PEPSICO 10K 2021 

BOEING 10K 2022

JPMorgan 10-Q 2021 Q1  

Pfizer 2021 10-K

Pfizer 2023 Q2 10-Q

Verizon 2022 10-K

HSBC Holdings PLC

BP Annual Report 2024 

Saudi Aramco IPO

Vanguard Funds PLC

Swiss Obligation Code 

ECB Central Liquidity Management 

Basel Framework

IMF Selected Decisions

ECB Commission Regulation

Average

Variance

UAI

75.6

193.3

93.9

20.8

55.6

86.5

104.5

90.40

44.6

58

313.4

99.4

84

90.1

63

49.7

87.14

118.38

53.28

11.53

89.66

4256.60

CoPilot

4.4

12.2

6.1

5.8

1

1.6

1.6

2.90

1.9

1.8

1.9

1.8

1.4

1.4

3

3

3.76

2.23

1.28

1.38

3.02

6.80

ChatGPT

26.9

31.1

22.2

9.4

15

38.3

32.4

8.70

13.2

12.9

20

25.1

22.8

104.6

16.1

15.2

26.91

44.88

23.46

38.88

27.40

431.31

Queries and Answer Excel Sheet: fin_AI_comparison_data.xlsxExcel spreadsheetDownload

Metrics for quick insights:

  • Overall score

  • Upload time

  • Response time (TimeToStream)

  • Correct page citations

  • Accuracy and completeness:

    • correct answer? → excel contains correct answers financebench_open_source.xlsxExcel spreadsheetDownload

    • Source/citation, Position of citation given?

    • Web-search: citations/references accessible, date awareness - recency

      • Transparency: (especially relevant for Web-search)

        • 0 = No sources/citations; unclear provenance

        • 1 = Some sources but incomplete or generic (domain only)

        • 2 = Clear sources with page/URL; minor gaps in mapping claims to sources

        • 3 = Fully traceable: per-claim citations, dates, and clear method notes

  • Overall Score

image-20251106-094101.png

Models:

UAI

CoPilot

ChatGPT

Answer Set

3M 10K 2018 3M_2018_10K.pdfPDF documentDownload

Upload time (manual) - [s]

75.6

4.4

26.9

Screenshots

chat_copyxjkzj955h8vbnknk5rwa

Queries

What is the FY2018 capital expenditure amount (in USD millions) for 3M? Give a response to the question by relying on the details shown in the cash flow statement.

5

TTS: 4.9

Accuracy/completeness:

  • correct answer, hallucination check was green, exact page citation correct

2 :cross_mark:

TTS: 3.2

Accuracy/completeness:

  • wrong answer (off about 0.2bn), no source or page citation

4

TTS: 19.3

Accuracy/completeness:

  • correct answer, citation page not correct/wrong substitle

Purchases of property, plant and equipment (PP&E) = 1577

→ Consolidated Statement of Cash Flows (p.60)

Assume that you are a public equities analyst. Answer the following question by primarily using information that is shown in the balance sheet: what is the year end FY2018 net PPNE for 3M? Answer in USD billions.

5

TTS: 4.6

Accuracy/completeness:

  • correct answer, hallucination check was ok, exact page citation

2 :cross_mark:

TTS: 1.7

Accuracy/completeness:

  • again wrong answer (off about 0.2bn), no source or page citation

4

TTS: 19.9

Accuracy/completeness:

  • correct answer and citation position

Property, plant and equipment - net = 8738 mio.

→ Consolidated Balance Sheet (p.58)

Compare 2017 vs. 2018 performance

→ Copilot and GPT both more visually appealing but UAI5 more detailed than Copilot and GPT, GPT best short info-response

4

TTS: 6.5

Accuracy/completeness:

  • good answer, hallucination check was ok - nr. were checked, exact page citation in most cases, good overall summary

3

TTS: 2.1

Accuracy/completeness:

  • ok answer but shorter, visually more appealing but less detailed as UAI5: Copilot only reported highlights -worse than UAI5

  • no exact page citation

5

TTS: 38.6

Accuracy/completeness:

  • good summary, hallucination check was ok - nr. are correct, no exact page citation and less detailed than UAI5

Data from the following sections

  1. p.14Item 6. Selected Financial Data (2018 vs 2017 net sales, net income, EPS, total assets, long-term debt).

  2. p.15–16 – MD&A Overview and EPS bridge explaining the change in diluted EPS 2018 vs 2017 (GAAP and non-GAAP).

  3. p.20 – Non-GAAP reconciliation for full-year 2018 vs 2017 (net sales, operating income, margin, EPS, effective tax rate).

  4. p.22Year 2018 sales and operating income by business segment table (2018 vs 2017 segment sales and operating income, incl. total-company 3.5% sales growth and –6.3% operating income).

  5. p.27Operating Expenses table and commentary (2018 vs 2017 cost structure and operating margin drivers).

  6. p.56 – Consolidated Statement of Income (full P&L for 2018 vs 2017, including net sales, operating income, net income and EPS).

  7. p.127 – Note 19 Geographic Areas (2018 vs 2017 sales by region).

AMEX 10K 2022 AMERICANEXPRESS_2022_10K.pdfPDF documentDownload

Upload time (manual) - [s]

193.3

12.2

31.12

Screenshots

1.pdfPDF documentDownload

chat_x8acwpyz1r9t9fdesavyaumq

2.pdfPDF documentDownload

3.pdfPDF documentDownload

Queries

Which debt securities are registered to trade on a national securities exchange under American Express' name as of 2022?

3 🟡

TTS: 5.4

Accuracy/completeness:

  • wrong answer, hallucination check detected the hallucination, correct sections of report but wrong conclusion

4

TTS: 9.4

Accuracy/completeness:

  • correct answer, no source position or page citation

4

TTS: 28.7

Accuracy/completeness:

  • correct answer, no source position or page citation

No debt securities are listed under the securities registered pursuant to Section 12(b) of the Act, which implies there are none

→ p.1

What are the geographies that American Express primarily operates in as of 2022?

5

TTS: 6.5

Accuracy/completeness:

  • correct answer, hallucination check was ok, exact page citation

2 🟡

TTS: 12.2

Accuracy/completeness:

  • partially correct answer but not directly retrieved the geographies from the dedicated page, no source or page citation

4

TTS: 43.3

Accuracy/completeness:

  • correct answer, no source/citation position given

As of 2022, American Express primarily operates in the United States and, outside the U.S., has major operations in the United Kingdom, the European Union, Australia, Japan, Canada and Mexico, with a broad global footprint across many other countries as shown in its worldwide network-volume chart.

->p. 1 – “Card Issuing Businesses” section

->p. 3 – “Diverse Customer Base and Global Footprint”

→ p. 148–149 – Note 23 “Significant Credit Concentrations”

Does AMEX have an improving operating margin profile as of 2022? If operating margin is not a useful metric for a company like this, then state that and explain why.

4

TTS: 6.1

Accuracy/completeness:

  • correct answer on one part of the question - did only answer the second not the first, hallucination check was ok, exact page citation

4

TTS: 3.9

Accuracy/completeness:

  • correct answer, no source/citation position

4

TTS: 53.5

Accuracy/completeness:

  • correct answer, no source/citation position

Performance is not measured through operating margin. It's a financial services company and performance is measured through the Net Interest Margin.

What drove gross margin change as of the FY2022 for American Express? If gross margin is not a useful metric for a company like this, then please state that and explain why.

5

TTS: 6.1

Accuracy/completeness:

  • correct answer, hallucination check was ok, exact page citation

4

TTS: 3.9

Accuracy/completeness:

  • correct answer, no source/citation position

4

TTS: 8.1

Accuracy/completeness:

  • correct answer, no source/citation position

Performance is not measured through operating margin. It's a financial services company and performance is measured through the Net Interest Margin.

How much has the effective tax rate of American Express changed between FY2021 and FY2022?

5

TTS: 6.7

Accuracy/completeness:

  • correct answer, hallucination check was good, exact page citation

5

TTS: 3.6

Accuracy/completeness:

  • correct answer, no exact page citation

5

TTS: 15.4

Accuracy/completeness:

  • correct answer, no exact page citation

The effective tax rate for American Express has changed/dropped from 24.6% in FY 2021 to 21.6% in FY 2022.

→ p. 46 – MD&A “INCOME TAXES” subsection

→ p. 143 – Note 20 “INCOME TAXES” (tax rate reconciliation table)

What was the largest liability in American Express's Balance Sheet in 2022?

5

TTS: 6

Accuracy/completeness:

  • correct answer, hallucination check was good, exact page citation

5

TTS: 13.2

Accuracy/completeness:

  • Correct answer, no exact page citation

5

TTS: 14.9

Accuracy/completeness:

  • Correct answer, no exact page citation

Customer deposits – $110,239 million

→ p.95 Consolidated Balance sheets

→ p. 119-120 Customer deposits

Was American Express able to retain card members during 2022?

5

TTS: 5.7

Accuracy/completeness:

  • correct answer, hallucination check was good, exact page citation

5

TTS: 3.23

Accuracy/completeness:

  • Correct answer, no exact page citation

5

TTS: 10.6

Accuracy/completeness:

  • Correct answer, no exact page citation

Yes. In 2022, American Express reports that Card Member retention remained high, while new card acquisitions reached record levels, indicating that the company was not only successful in attracting new customers but also in retaining its existing card members over the year.

→ p.45 - Business Environment (MD&A)

→ p.51 - Table 5 “Selected Card-Related Statistical Information”

PEPSICO 10K 2022 PEPSICO_2022_10K.pdfPDF documentDownload

Upload time (manual) - [s]

93.9

6.1

22.2

Screenshots

4.pdfPDF documentDownload

chat_l0t5co5w67oo1tgfoa2xejcb

5.pdfPDF documentDownload

6.pdfPDF documentDownload

Queries

What are the geographies that Pepsico primarily operates in as of FY2022?

5

TTS: 5.6

Accuracy/completeness:

  • Correct answer and exact citation page, hallucination check ok

5

TTS: 6.11

Accuracy/completeness:

  • Correct answer, no exact page citation

5

TTS: 20.1

Accuracy/completeness:

  • Correct answer, no exact page citation

As of FY2022, Pepsico primarily operates in the following geographies: North America, Latin America, Europe, Africa, Middle East, South Asia, Asia Pacific, Australia, New Zealand and China.

→ p.5/69

Has Pepsico reported any materially important ongoing legal battles from FY2022 and FY2021?

5

TTS: 5.6

Accuracy/completeness:

  • Correct answer and exact citation page, hallucination check ok

5

TTS: 12.1

Accuracy/completeness:

  • Correct answer, no exact page citation

5

TTS: 32.1

Accuracy/completeness:

  • Correct answer, no exact page citation

No, Pepsico is not involved in material legal battles.

→ p. 24 (pdf page 26)

What is the quantity of restructuring costs directly outlined in Pepsico's income statements for FY2022? If restructuring costs are not explicitly outlined then state 0.

5

TTS: 5.9

Accuracy/completeness:

  • Correct answer and exact citation page, hallucination check ok

5

TTS: 25.2

Accuracy/completeness:

  • Correct answer, no exact page citation

5

TTS: 11.4

Accuracy/completeness:

  • Correct answer, no exact page citation

Pepsico's restructuring costs in FY2022 amounted to $411 million.

→ p. 60 - Consolidated statement of income

What is the FY2022 unadjusted EBITDA less capex for PepsiCo? Define unadjusted EBITDA as unadjusted operating income + depreciation and amortization [from cash flow statement]. Answer in USD millions. Respond to the question by assuming the perspective of an investment analyst who can only use the details shown within the statement of cash flows and the income statement.

5

TTS: 6

Accuracy/completeness:

  • Correct answer and exact citation page, hallucination check ok

5

TTS: 14.7

Accuracy/completeness:

  • Correct answer, no exact page citation

4

TTS: 16.5

Accuracy/completeness:

  • slightly different calculating approach which results in a different result,

Unadjusted EBITDA = Unadjusted operating income (operating profit) + Depreciation & amortization

From FY2022 statements (USD millions):

  • Operating profit (income statement) = $11,512

  • Depreciation & amortization (cash flow statement) = $2,763

Unadjusted EBITDA 2022 = 11,512 + 2,763 = 14,275 (USD millions) From the cash flow statement, Capital spending for 2022 is $(5,207) million (an investing cash outflow, i.e., capex).

Unadjusted EBITDA less capex 2022
= 14,275 − 5,207
= 9,068 (USD millions)

→ Consolidated Statement of Income (FY2022), PDF page 62 / 503

→ Consolidated Statement of Cash Flows (FY2022), PDF page 64 / 503

On which page can this information [What are the geographies that Pepsico primarily operates in as of FY2022?] be found?

5

TTS: 6.7

Accuracy/completeness:

  • Correct answer and exact citation page, hallucination check ok, gives page nr. in the footnote vs. actual page nr. in the file

5

TTS: 10.4

Accuracy/completeness:

  • Correct answer and exact citation page, hallucination check ok, gives actual page nr. in the file

2 🟡

TTS: 32.5

Accuracy/completeness:

  • Correct answer and exact citation page, hallucination check ok, gives a different position in the document but correct citation

As of FY2022, Pepsico primarily operates in the following geographies: North America, Latin America, Europe, Africa, Middle East, South Asia, Asia Pacific, Australia, New Zealand and China.

→ p.5/69

Insights:

  • UAI and GPT: when asked about the page citation position: responds with the nr. in the footnote rather the “real“ page nr of the document

  • Copilot: responds the “real” page nr.

MGM 2022 Q4 Earnings MGMRESORTS_2022Q4_EARNINGS.pdfPDF documentDownload

Upload time (manual) - [s]

20.8

5.8

9.4

Screenshots

7.pdfPDF documentDownload

chat_w7jf52wccwpb18vxw6si5tq0

8.pdfPDF documentDownload

9.pdfPDF documentDownload

Queries

Which region had the Highest EBITDAR Contribution for MGM during FY2022 and on what page do you find that information in the document?

5

TTS: 3.7

Accuracy/completeness:

  • Correct answer and exact citation page, hallucination check ok

5

TTS: 3.4

Accuracy/completeness:

  • Correct answer and exact citation page,

4

TTS: 54.2

Accuracy/completeness:

  • Correct answer and exact citation page, correct page and answer but took long

Las Vegas Strip resorts contributed ~90% of company level EBITDAR during FY2022.

->p. 13

What was MGM's interest coverage ratio using FY2022 Adjusted EBIT as the numerator and annual Interest Expense as the denominator and on what page do you find that information in the document?

2:cross_mark:

TTS: 3.7

Accuracy/completeness:

  • only after specification on how to calculate the EBIT it responded correctly, gave correct exact citation page, hallucination check ok

2:cross_mark:

TTS: 3.11

Accuracy/completeness:

  • only after specification on how to calculate the EBIT it responded correctly, gave correct exact citation page, hallucination check ok

4

TTS: 9.6

Accuracy/completeness:

  • Correctly calculated a negative Coverage ratio but didn't state that therefore the coverage is zero per definition, gave exact page citation

As adjusted EBIT is negative, coverage ratio is zero

->p. 11

Which region had the worst topline performance for MGM during FY2022 and on what page do you find that information in the document?

5

TTS: 4.5

Accuracy/completeness:

  • Correct answer and exact citation page, hallucination check unnecessarily yellow

5

TTS: 2.8

Accuracy/completeness:

  • Correct answer and exact citation page

3

TTS: 17.5

Accuracy/completeness:

  • Correct answer no exact page citation

MGM China experienced the worst topline performance amongst the other regions presented. Its revenue declined 44% in FY2022 whereas the other regions presented increased their revenues.

->p. 13

COCACOLA 10K 2018 COCACOLA_2018_10K.pdfPDF documentDownload

Upload time (manual) - [s]

55.6s

1.0s

15.0s

Screenshots

CC_2018_UAI.pdfPDF documentDownload

CC_2018_copilot.pdfPDF documentDownload

CC_2018_GPT.pdfPDF documentDownload

Queries

What is Coca Cola's FY2018 COGS % margin? Calculate what was asked by utilizing the line items clearly shown in the income statement and tell me on what page can i find the related data.

5

TTS: 4.6s

Accuracy/completeness:

  • Correct answer and citations pages, hallucination check ok

chat_axztsc7ckdvzlithwv9uxew0

2:cross_mark:

TTS: 2.9s

Accuracy/completeness:

  • wrong answer, wrong citation in file

3

TTS: 28.5s

Accuracy/completeness:

  • Wrong answer, correct page

COGS/Revenues = 36.9%

→ Consolidated Statements of Income (p.48)

Which transactions were recorded in the third quarter of 2018 for Coca Cola, which impacted the results? Use only the uploaded report and cite at which page the informations are.

2:cross_mark:

TTS: 6.8s

Accuracy/completeness:

  • partly correct, but reports Q1 and Q2 too, text citations partly correct, hallucination check correctly yellow

1:cross_mark:

TTS: 1.6s

Accuracy/completeness:

  • wrong answer, wrong in text citation

1:cross_mark:

TTS: 15.6s

Accuracy/completeness:

  • wrong answer, wrong citation in text (2017)

Items listed under “In the third quarter of 2018, the company recorded the following transactions which impacted results”.

→ file p.153

Under the publicly announced plan, what percentage of the maximum number of shares that may yet be purchased were purchased based on the Coca Cola financial report 2018? Use only the data in this report and state the pages where the data reside.

5

TTS: 5.3s

Accuracy/completeness:

  • correct answer, correct in text citation, hallucination text ok

1:cross_mark:

TTS: 1.9s

Accuracy/completeness:

  • wrong answer, wrong in text citation

4

TTS: 20.9s

Accuracy/completeness:

  • mostly correct, correct in text citation

19.3%

→ ITEM 5 (file p.29)

PEPSICO 10K 2021 PEPSICO_2021_10K.pdfPDF documentDownload

Upload time (manual) - [s]

86.5s

1.65s

38.3s

Screenshots

PCO_2021_UAI.pdfPDF documentDownload

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PCO_2021_copilot.pdfPDF documentDownload

PCO_2021_GPT.pdfPDF documentDownload

Queries

What is the FY2021 capital expenditure amount (in USD billions) for PepsiCo? Respond to the question by assuming the perspective of an investment analyst who can only use the details shown within the statement of cash flows and state the page where the data reside.

5

TTS: 4.8s

Accuracy/completeness:

  • correct answer, correct in text citation, hallucination text ok

1:cross_mark:

TTS: 2.8s

Accuracy/completeness:

  • wrong answer, wrong in text citation

3🟡

TTS: 34.1s

Accuracy/completeness:

  • correct answer, wrong in text citation

4.6 bn

→ Consolidated Statement of Cash Flows, “Capital Spending” (file p.63)

According to the PepsiCo 2021, what does the Article VII, chapter 7.3 of the PepsiCo Pension Equalization Plan state? Use only the uploaded report and include in your response the page where the information is.

2:cross_mark:

TTS: 5.0s

Accuracy/completeness:

  • wrong answer, partially correct in text citation, hallucination check correct

2:cross_mark:

TTS: 2.2s

Accuracy/completeness:

  • partially correct, wrong in text citation

2:cross_mark:

TTS: 32.9s

Accuracy/completeness:

  • partially correct, partially correct in text citation

Content of 7.3 “Claims Procedure”

→ PepsiCo Pension Equalization Plan (file p. 257-260)

Which PepsiCo subsidiaries reside in Panama as of the 2021 annual report? Use only the uploaded report and state the pages where the information are in the text.

5

TTS: 6.3s

Accuracy/completeness:

  • correct answer, correct in text citation, hallucination text ok

1:cross_mark:

TTS: 2.2s

Accuracy/completeness:

  • wrong answer, wrong in text citation

5

TTS: 22.6s

Accuracy/completeness:

  • correct answer, correct in text citation

Alimentos del Istmo, S.A.

→ PepsiCo Inc. Subsidiaries (file p. 528)

BOEING 10K 2022 BOEING_2022_10K.pdfPDF documentDownload

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104.5s

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32.4s

Screenshots

BOE_2022_UAI_1.pdfPDF documentDownload

BOE_2022_UAI_2.pdfPDF documentDownload

chat_tewth24xa5z9x41rbtgqp9yw

BOE_2022_copilot.pdfPDF documentDownload

BOE_2022_GPT.pdfPDF documentDownload

Queries

Are there any product categories / service categories that represent more than 20% of Boeing's revenue for FY2022? Only use the uploaded financial report for your answer and state the page where the data reside.

5

TTS: 3.9s

Accuracy/completeness:

  • correct answer, correct in text citation, hallucination text ok

1:cross_mark:

TTS: 5.3s

Accuracy/completeness:

  • error, file too large

2:cross_mark:

TTS: 25.4s

Accuracy/completeness:

  • wrong answer, correct in text citation

  • Commercial Airplanes: 39%

  • Defense, Space & Security: 35%

  • Global Services: 26%

→ Revenues (file p. 24)

Has Boeing reported any materially important ongoing legal battles from FY2022? Only use the uploaded financial report for your answer and state the page where the data reside.

5

TTS: 5.0s

Accuracy/completeness:

  • correct answer, correct in text citation, hallucination text ok

1:cross_mark:

Accuracy/completeness:

  • error, file too large

3🟡

TTS: 20.8s

Accuracy/completeness:

  • correct answer, no in text citation

Yes. Multiple lawsuits have been filed against Boeing resulting from a 2018 Lion Air crash and a 2019 Ethiopian Airlines crash.

→ Note 21 - Legal Proceedings (file p. 112)

Does Boeing have an improving gross margin profile as of FY2022? If gross margin is not a useful metric for a company like this, then state that and explain why. Only use the uploaded financial report for your answer and state the page where the data reside.

2:cross_mark:

TTS: 4.7s

Accuracy/completeness:

  • wrong answer, correct in text citation, hallucination check makes sense

1:cross_mark:

-

Accuracy/completeness:

  • error, file too large

4

TTS: 21.3s

Accuracy/completeness:

  • correct answer, correct in text citation

Yes. Boeing has an improving gross margin profile as of FY2022. Gross profit improved from $3,017 million in FY2021 to $3,502 million in FY2022. Gross margin % improved from 4.8% in FY2021 to 5.3% in FY2022.

Gross margin%=Gross margin/Total revenues

2022: 3,502/66,608=5.3%

2021: 3,017/62,286=4.8%

→ Consolidated Statements of Income (file p. 55)

Who are the primary customers of Boeing as of FY2022? Only use the uploaded financial report for your answer and state the page where the data reside.

5

TTS: 5.3s

Accuracy/completeness:

  • correct answer, correct in text citation, hallucination check ok

1:cross_mark:

-

Accuracy/completeness:

  • error, file too large

4

TTS: 31.2s

Accuracy/completeness:

  • correct answer, partially correct in text citation

Boeing's primary customers as of FY2022 are a limited number of commercial airlines and the US government. The US government accounted for 40% of Boeing's total revenues in FY2022.

→ Risks Related to our Contracts (p. 14)

Is Boeing's business subject to cyclicality? Only use the uploaded financial report for your answer and state the page where the data reside.

5

TTS: 4.8s

Accuracy/completeness:

  • correct answer, correct in text citation, hallucination check ok

1:cross_mark:

-

Accuracy/completeness:

  • error, file too large

4

TTS: 19.6s

Accuracy/completeness:

  • correct answer, partially correct in text citation

Yes, Boeing's business is subject to cyclicality due to its exposure to the airline industry which is a cyclical industry.

→ Risks Related to Our Business and Operations (file p. 8)

What production rate changes is Boeing forecasting for FY2023? Only use the uploaded financial report for your answer and state the page where the data reside.

5

TTS: 6.0s

Accuracy/completeness:

  • correct answer, correct in text citation, hallucination check ok

1:cross_mark:

-

Accuracy/completeness:

  • error, file too large

3🟡

TTS: 19.6s

Accuracy/completeness:

  • mostly correct answer, wrong in text citation

Boeing forecasts an increase in the production rates for the 737, 777X and 787 aircrafts in 2023.

→ Risks Related to Our Business and Operations (file p. 9)

How does Boeing's effective tax rate in FY2022 compare to FY2021? Only use the uploaded financial report for your answer and state the page where the data reside.

5

TTS: 5.6s

Accuracy/completeness:

  • correct answer, correct in text citation, hallucination check ok

1:cross_mark:

-

Accuracy/completeness:

  • error, file too large

5

TTS: 21.8s

Accuracy/completeness:

  • correct answer, correct in text citation

Effective tax rate in FY2022 was 0.62%, compared to -14.76% in FY2021.

Effective tax rate=Income tax (expense) benefit/ Loss before income taxes

2022: (31)/(5,022)*100=0.62%

2021: 743/(5,033)*100=-14.76%.

→ Consolidated Results of Operations (file p. 24)

→ “Other Earnings Items” (file p. 27)

JPMorgan 2021 Q1 Form 10-Q JPMORGAN_2021Q1_10Q.pdfPDF documentDownload

Upload time (manual) - [s]

90.4s

2.89s

8.73s

Screenshots

JPMorgan_UAI.pdfPDF documentDownload

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JPMorgan_CoPilot.pdfPDF documentDownload

JPMorgan-GPT5.pdfPDF documentDownload

Queries

Which of JPM's business segments had the lowest net revenue in 2021 Q1?

2:cross_mark:

TTS: 8.5s

Accuracy/completeness:

  • incorrect answer (misinterprets “corporate” as not business segment, could have been solved with additional reasoning/research”)

4

TTS: 10.2s

Accuracy/completeness:

  • Correct answer

5

TTS: 14.1s

Accuracy/completeness:

  • Correct answer and gives helpful insights

Corporate & Investment Bank, 14,605 m.

→ Segment results - managed basis (file p. 19)

If JPM went bankrupt by the end by 2021 Q1 and liquidated all of its assets to pay its shareholders, how much could each shareholder get?

5

TTS: 5.1s

Accuracy/completeness:

  • Gives the correct answer and identifies differing methodologies for estimating liquidation value! :plus:

2:cross_mark:

TTS: 17.2s

Accuracy/completeness:

  • Consistently gives inaccurate answer (does not remove intangible assets)

2:cross_mark:

TTS: 6.6s

Accuracy/completeness:

  • Consistently gives inaccurate answer (does not remove intangible assets)

69.58 $/share (tangible book value)

→ p. 16

Pfizer 2021 10-K PFIZER_2021_10K.pdfPDF documentDownload

Upload time (manual) - [s]

44.59s

1.87s

13.21s

Screenshots

Pfizer1_UAI.pdfPDF documentDownload

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Pfizer1_CoPilot.pdfPDF documentDownload

Pfizer1_GPT5.pdfPDF documentDownload

Queries

Did Pfizer grow its PPNE between FY20 and FY21?

5

TTS: 7.8s

Accuracy/completeness:

  • Correct answer with correct figures

5

TTS: 11.4s

Accuracy/completeness:

  • Correct answer

5

TTS: 11.4s

Accuracy/completeness:

  • Correct answer with details

Yes, change in PPNE was positive year over year.

2021: 14,882 m.

2020: 13,745 m.

→ Consolidated Balance Sheets (file p. 59)

Were there any potential events that are not in Pfizer's standard business operations that substantially increased net income in 2019?

5

TTS: 4.9s

Accuracy/completeness:

  • Correct Answer

5

TTS: 9.4s

Accuracy/completeness:

  • Correct answer

5

TTS: 6.6s

Accuracy/completeness:

  • Correct answer

Yes, the gain on completion of Consumer Healthcare JV Transaction.

→ Consolidated Statements of Income (file p. 57)

What are three main companies acquired by Pfizer mentioned in this 10K report?

5

TTS: 4.4s

Accuracy/completeness:

  • 3 out of 3 correct answer

2:cross_mark:

TTS: 10.2s

Accuracy/completeness:

  • 1 out of 3 outputted companies were correct

5

TTS: 8.4s

Accuracy/completeness:

  • 3 out of 3 correct answer

Trillium, Array, and Therachon

→ Note 2A. “Acquisitions” (file p. 70)

Pfizer 2023 Q2 10-Q Pfizer_2023Q2_10Q.pdfPDF documentDownload

Upload time (manual) - [s]

57.94s

1.79s

12.89s

Screenshots

Pfizer2_UAI.pdfPDF documentDownload

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Pfizer2_CoPilot.pdfPDF documentDownload

Pfizer2_GPT5.pdfPDF documentDownload

Querie

How much does Pfizer expect to pay to spin off Upjohn in the future in USD million?

5

TTS: 4.9s

Accuracy/completeness:

  • Answer is correct

4

TTS: 3.8s

Accuracy/completeness:

  • The reasoning is entirely correct, but it fails to provide the last step: the amount left to pay in the future.

4

TTS: 24.8s

Accuracy/completeness:

  • Again correct reasoning, but fails to provide the last step: calculate 10% out of 700M.

700 million

→ “Overview of Our performance, operating environment, strategy and outlook” (file p. 41)

For Pfizer, which geographic region had the biggest drop in Q2 2023 year over year revenues (on a percentage basis)?

5

TTS: 4.5s

Accuracy/completeness:

  • Correct answer

5

TTS: 3.6s

Accuracy/completeness:

  • Correct answer

3

TTS: 15.5s

Accuracy/completeness:

  • Had to ask twice but finds the correct answer

Developed Rest of the World (74%).

→ Note 13B. Geographic Information (file p. 38)

As of Q2'2023, is Pfizer spinning off any large business segments?

5

TTS: 5.6s

Accuracy/completeness:

  • Correct answer

5

TTS: 3.0s

Accuracy/completeness:

  • Correct answer

5

TTS: 28.0s

Accuracy/completeness:

  • Correct answer

Yes, Upjohn.

→ “Overview of Our performance, operating environment, strategy and outlook” (file p. 41)

Verizon 2022 10-K Verizon_2022_10K.pdfPDF documentDownload

Upload time (manual) - [s]

313.36s

1.91s

20.03s

Screenshots

Verizon_UAI.pdfPDF documentDownload

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Verizon_CoPilot.pdfPDF documentDownload

Verizon_GPT5.pdfPDF documentDownload

Queries

Does Verizon have a reasonably healthy liquidity profile based on its quick ratio for FY 2022? If the quick ratio is not relevant to measure liquidity, please state that and explain why.

5

TTS: 3.9s

Accuracy/completeness:

  • Correct and very detailed answer

5

TTS: 11.3s

Accuracy/completeness:

  • Correct answer

2:cross_mark:

TTS: 9.6s

Accuracy/completeness:

  • Incorrect Calculations

No. The quick ratio was approximately 0.54 for Verizon. It indicated that Verizon does not have a healthy liquidity profile.

Quick ratio = (current assets - inventories - prepaid expenses) / current liabilities = (37857 - 2388 - 8358) / 50171 = 0.5403719

→ Consolidated Balance Sheets (file p. 56)

Is Verizon a capital intensive business based on FY 2022 data?

5

TTS: 5.6s

Accuracy/completeness:

  • Correct answer

5

TTS: 6.0s

Accuracy/completeness:

  • Correct answer

5

TTS: 5.2s

Accuracy/completeness:

  • Provided the most detailed answer

Yes. Verizon's capital intensity ratio was approximately 2.774729. This means that it took approximately $2.77 of assets to generate $1 of revenue and thus, Verizon can be considered capital intensive.

capital intensity ratio = total asset / revenue = 379680/ 136835 = 2.774729, which is relatively high

→ Consolidated Statements of Income (file p. 54)

→ Consolidated Balance Sheets (file p. 56)

Has Verizon increased its debt on balance sheet between 2022 and the 2021 fiscal period?

4

TTS: 4.0s

Accuracy/completeness:

  • Rounds the figure up excessively high, but roughly correct answer.

5

TTS: 1.5s

Accuracy/completeness:

  • Correct answer

5

TTS: 4.5s

Accuracy/completeness:

  • Correct answer

No. Verizon's debt decreased by $229 million.

→ Note 7. “Debt” (file p. 77)

HSBC Holdings PLC Report_HSBC_Holdings_2024.pdfPDF documentDownload

Upload time (manual) - [s]

99.4s

1.8s

25.1s

Screenshots

Unique Chat.pdfPDF documentDownload

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CoPilot Chat.pdfPDF documentDownload

ChatGPT - Unique AI.pdfPDF documentDownload

Queries

What was the EBT margin in % using total operating income of the HSBC Holdings PLC in 2024? And what was the percentage change from 2023? Use only the uploaded file and report the pages where the information is.

5

TTS: 9.4s

Accuracy/completeness:

  • Correct and very detailed answer, correct in text citation, hallucination check ok

3

TTS: 3.4s

Accuracy/completeness:

  • correct answer, wrong in text citation

5

TTS: 14.1s

Accuracy/completeness:

  • Correct answer, correct in text citation

The EBT margin was 49.1% in 2024 and 45.9% in 2023, 7% change.

EBT margin = Profit before tax / total operating income

2024: 32309/65854 = 49.1%

2023: 30348/66058 = 45.9%

→ Consolidated Income Statement (file p. 91)

What percentage of the total OTC derivatives of HSBC Holdings PLC was not cleared by central counterparties in notional amount in 2024? Use only the uploaded document and include page references, where the information lies.

5

TTS: 13.0s

Accuracy/completeness:

  • Correct answer, good format, concise, correct in text citation, hallucination check ok

1:cross_mark:

TTS: 2.7s

Accuracy/completeness:

  • wrong answer, wrong in text citation

3

TTS: 12.9s

Accuracy/completeness:

  • correct answer, wrong in text citation

53.9%

% not cleared = 15788816/29273397=53.9%

→ “Notional contract amounts and fair values of derivatives” (file p. 186)

What is the definition of current tax, following the HSBC Holdings report? Use only the uploaded document and include the page reference where the information is.

4

TTS: 8.5s

Accuracy/completeness:

  • Correct answer, partially correct in text citation, hallucination check ok

3

TTS: 2.1s

Accuracy/completeness:

  • Partially correct answer, wrong in text citation

3

TTS: 17.4s

Accuracy/completeness:

  • Partially correct answer, wrong in text citation

Current tax is the tax expected to be payable on the taxable profit for the year and on any adjustment to tax payable in respect of previousyears. HSBC provides for potential current tax liabilities that may arise on the basis of the amounts expected to be paid to the tax authorities.

→ Notes on the financial statements: Tax (file p. 366)

BP Annual Report 2024 Report_BP_2024.pdfPDF documentDownload

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ChatGPT - Unique AI.pdfPDF documentDownload

Queries

What’s the percentage of male workers for bp, following its 2024 annual report? Use only the uploaded document and reference the pages where the information is.

5

TTS: 8.5s

Accuracy/completeness:

  • Correct answer, correct in text citation, hallucination check ok

1:cross_mark:

TTS: 1.6s

Accuracy/completeness:

  • Wrong answer, wrong in text citation

3

TTS: 30.4s

Accuracy/completeness:

  • Correct answer, wrong in text citation

62%

→ Workforce by Gender table (file p. 59)

What is the asset Beta of BP? Calculate the ROA (Net Income/Total Assets) from the uploaded report and use the CAPM with risk-free rate of 0.02 and market return of 0.08 to compute the beta. Use only the uploaded document and reference the pages where you found the data.

2:cross_mark:

TTS: 7.5s

Accuracy/completeness:

  • Wrong answer, correct data, did not calculate asset Beta, correct in text citation, hallucination check ok

1:cross_mark:

TTS: 1.7s

Accuracy/completeness:

  • Wrong answer, wrong data, wrong in text citation

2:cross_mark:

TTS: 20.6s

Accuracy/completeness:

  • Wrong answer, wrong data, correct in text citation

Asset beta=-0.26

ROA = Profit for the year/Total Assets = 1229/282228 = 0.435%

Asset beta = (ROA-rf)/(rM-rf) = (0.00435-0.02)/(0.08-0.02)=-0.26

→ Group Income Statement (file p. 142)

→ Group balance sheet (file p. 145)

What is the baseline year for net zero operations based on bp’s 2024 annual report? Use only the uploaded document and reference the pages where the information is.

4

TTS: 11.7s

Accuracy/completeness:

  • Correct answer, correct in text citation, hallucination check ok

4

TTS: 1.9s

Accuracy/completeness:

  • Correct answer, correct in text citation

5

TTS: 27.8s

Accuracy/completeness:

  • Correct answer, correct in text citation, adds extra detail

2019

→ more references, file p. 40 as such

Saudi Aramco IPO Propspectus_IPO_Saudi_Aramco.pdfPDF documentDownload

Upload time (manual) - [s]

90.1s

1.4s

104.6s

Screenshots

Unique Chat.pdfPDF documentDownload

chat_os6ok01in2hxn6oqngiejukb

CoPilot Chat.pdfPDF documentDownload

ChatGPT - Unique AI.pdfPDF documentDownload

Queries

What is the average crude oil production from 2009G to 2018G for Aramco Saudi in their IPO prospectus? Use only the uploaded document and reference the pages where the information is.

4

TTS: 7.2s

Accuracy/completeness:

  • Correct answer, correct in text citation, bad format, hallucination check ok

3

TTS: 1.8s

Accuracy/completeness:

  • Correct answer, wrong in text citation

5

TTS: 51.6s

Accuracy/completeness:

  • Correct answer, correct in text citation

9.6 Mmbpd

→ Exhibit 19 (file p. 143)

What is the total finance costs to total current borrowings in 2016 according to the Aramco Saudi Prospectus? Use only the uploaded document and state the pages where the information is.

5

TTS: 14.0s

Accuracy/completeness:

  • Correct answer, correct in text citation, hallucination check ok

1:cross_mark:

TTS: 1.6s

Accuracy/completeness:

  • Wrong answer, wrong in text citation

1:cross_mark:

TTS: 25.5s

Accuracy/completeness:

  • Wrong answer, wrong in text citation

15.1%

Total Finance costs / total current (borrowings) = 1354/8982 = 15.1%

→ 7.7 Borrowings (file p. 236)

How was the revenue geographically distributed for the three months period ended 30 June 2019 in the EY report of Aramco Saudi of 2019? Use only the uploaded document and report the pages where the information lies.

5

TTS: 7.7s

Accuracy/completeness:

  • Correct answer, correct in text citation, hallucination check ok

1:cross_mark:

TTS: 2.5s

Accuracy/completeness:

  • Wrong answer, wrong in text citation

1:cross_mark:

TTS: 37.5s

Accuracy/completeness:

  • did not retrieve information, couldn’t find EY 2019 report

KSA → 6,063,890
China → 6,044,201
Rest of Asia → 8,109,024
Europe → 8,548,538
Americas → 3,201,830
Others → 3,899,331

→ “Geographical distribution of revenue” table (file p. 601)

Vanguard Funds PLC Prospectus_Vanguard_Funds_PLC.pdfPDF documentDownload

Answer

Upload time (manual) - [s]

63.03

3

16.11

Screenshots

sebastian

UAI1.pdfPDF documentDownload

Copilot1.pdfPDF documentDownload

Chatgpt1.pdfPDF documentDownload

Queries

How many funds according to the uploaded file have been launched and are available for investment? give the exact page where you got the information from

1:cross_mark:

TTS: 11.77

Accuracy/completeness:

  • wrong answer, wrong in text citation but related to context, hallucination check ok

  • when directly asked to search at the required position it still doesn’t find the correct answer! e.g. search at page 36…

Second try:

  • Still not correct so,

  • wrong in text citation too

Screenshot 2025-11-11 at 14.34.57.png

0:cross_mark:

TTS: 15.51

Accuracy/completeness:

  • error message the first time

  • re-upload gave wrong number but relevant page citation

2🟡

TTS: 23.88

Accuracy/completeness:

  • Partially correct answer, partially correct in text citation - by one page off and wrong number funds identified

p.36 or 508 and 36 funds

According to the prospectus, how are Share prices calculated for each class, and what pricing basis does the Company use for dealing in Shares and on which page in the document can you find this information?

2 🟡

TTS: 14.84

Accuracy/completeness:

  • Partially correct answer but missed which pricing basis, partially correct in text citation - one was related to the question two others not,

  • hallucination check yellow - correct

5

TTS: 27.41

Accuracy/completeness:

  • correct answer, correct in text citation

5

TTS: 9.11

Accuracy/completeness:

  • Correct answer, correct in text citation

p.75 - Pricing basis for dealing is forward-pricing basis

For the US Treasury bond Fund described near the end of the document, what is its benchmark index and what is the Fund’s stated investment objective and where in the uploaded document did you find that information?

5🟡

TTS: 7.761

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  • correct answer, correct in text citation

  • hallucination check ok

1 :cross_mark:

TTS: 46.79

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  • wrong answer, but didn’t give any page in citation

1 :cross_mark:

TTS: 24.72

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  • wrong answer and no citation

p.552:

  • Benchmark index is the Bloomberg US Treasury 1–3 Year Index

  • seeks to track index performance (passive, index-tracking approach)

Swiss Obligation Code Swiss_Obligation_Code.pdfPDF documentDownload

Answer

Upload time (manual) - [s]

49.68

3.04

15.22

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UAI2.pdfPDF documentDownload

deleted

deleted

Queries

According to the Swiss Code of Obligations, what interest rate applies if an obligation involves the payment of interest but no rate has been agreed by contract, law or custom and give exact page in the uploaded document where you can find this information?

5

TTS: 7.35

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  • correct answer, correct in text citation (one page off)

  • hallucination check ok

1 :cross_mark:

TTS: 12.36

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  • wrong answer and citation

5

TTS: 37.14

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  • Partially correct answer, partially correct in text citation - by one page off and wrong number funds identified

Answer:
If no interest rate has been agreed by contract, law or custom, the applicable interest rate is 5% per annum (Article 73(1), page 20 / 540).

Location in file:
Article 73, page 20 / 540

According to the Swiss Code of Obligations, when do the attendant rights of listed registered shares pass to the acquirer if the shares are bought on a stock exchange versus off-exchange and give exact page in the uploaded document where you can find this information?

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  • correct answer, correct in text citation

  • Hallucination check rightfully detects:

    • dilemma with the page on the page vs. actual page in the filed

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  • Correct answer and citation

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Answer:
Under Article 685f:

  • On a stock exchange: the attendant rights pass to the acquirer upon transfer of the listed registered shares.

  • Off-exchange: the attendant rights pass to the acquirer only once they have submitted a request to the company to be recognized as shareholder.

Location in the file:
Article 685f, page 250 / 540

For a bill of exchange under the Swiss Code of Obligations, after what period do the claims of one endorser against other endorsers and against the drawer prescribe and give exact page in the uploaded document where you can find this information?

5

TTS: 6.387

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  • correct answer, correct in text citation

  • Hallucination check rightfully detects:

    • dilemma with the page on the page vs. actual page in the file

1:cross_mark:

TTS: 39.27

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  • wrong answer

5

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  • Correct answer and citation

Answer:
The claims of one endorser against other endorsers and against the drawer prescribe six months after the date on which the bill of exchange was honoured by the endorser or the claim based on the bill was asserted against him (provision immediately preceding Article 1070, page 420 / 540).

Location in file:
Section on prescriptive periods for bills of exchange, immediately before Article 1070, page 420 / 540.

ECB Central Liquidity Management ECB_Central_Liquidity_Management.pdfPDF documentDownload

Answers

Upload time (manual) - [s]

87.14

3.76

26.91

Screenshots

UAI3.pdfPDF documentDownload

Copilot3.pdfPDF documentDownload

Chatgpt3.pdfPDF documentDownload

Queries

What are the four CLM liquidity transfer types and their trigger/settlement behavior and give the exact page number where you find the information?

5

TTS: 7.53

Accuracy/completeness:

  • correct answer, correct in text citation

  • Hallucination check ok

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TTS: 16.66

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  • correct answer, correct in text citation (but one page off)

5

TTS: 24.93

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  • correct answer, correct in text citation

  • slow streaming speed (not TTS)

Immediate (settles only for the full amount, otherwise rejected); Automated (triggered when a CBO is queued/pending; partial settlement in RTGS with re-queued remainder); Rule-based (triggered by floor/ceiling breaches; partial settlement possible with no further attempt); Standing order (triggered at configured business-day events; partial settlement possible; pro-rata if multiple are triggered together).

Location: pp. 128–130 (Sec. 5.4.2.2 & Table 37).

How does CLM compute the daily running average for minimum reserve management, and what is the adjustment balance and give the exact page number where you find the information?

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  • correct answer, correct in text citation

  • Hallucination check ok

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TTS: 12.03

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  • correct answer, correct in text citation

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TTS: 21.11

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  • correct answer, correct in text citation

  • slow streaming speed (not TTS)

  • Most detailed answer

The running average is the arithmetic mean of accumulated relevant EoD balances from the first business day of the maintenance period up to the day before the next business day (weekends included). The adjustment balance is the amount needed at each EoD to meet the minimum reserve requirement by period end. Calculations are per leading CLM Account Holder/pool and may include balances outside TARGET.

Location: pp. 152–154 (Sec. 5.5.3–5.5.4).

What does the BankToCustomerStatement (camt.053) report at EoD (end-of-day), and how is it delivered and give the exact page number where you find the information?

4

TTS: 7.86

Accuracy/completeness:

  • correct answer, correct in text citation

  • Hallucination check ok

4

TTS: 7.48

Accuracy/completeness:

  • correct answer, correct in text citation

  • Hallucination check ok

5

TTS: 16.07

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  • correct answer, correct in text citation

  • slow streaming speed (not TTS)

  • Most detailed answer

CLM creates camt.053 at EoD (per CRDM configuration) and sends it immediately after creation or in response to an admi.005 query. It reports all settled entries and EoD balances for one cash account, including entry details (amount, D/C, status, settlement & value dates, bank transaction code). It is also used for general ledger reporting to CBs/ECB.

Location: pp. 531–533 (Sec. 12.2.13 camt.053).

Basel Framework BaselFramework.pdfPDF documentDownload

Answer

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118.38s

2.23s

44.88s

Screenshots

chat_vs0j57s3qds8oegvtskx115u

Queries

When calculating Common Equity, how does the Basel Framework treat intangible assets such as for example mortgage servicing rights?

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  • Correct answer

  • References the correct page

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  • Correct but incomplete answer

  • References (when asked twice) the correct page

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  • Correct answer

  • References (when asked) the correct page

Goodwill and all other intangibles must be deducted in the calculation of Common Equity Tier 1, including any goodwill included in the valuation of significant investments in the capital of banking, financial and insurance entities that are outside the scope of regulatory consolidation. With the exception of mortgage servicing rights, the full amount is to be deducted net of any associated deferred tax liability (DTL) which would be extinguished if the intangible assets become impaired or derecognised under the relevant accounting standards.

page 90

Under the Basel interest rate maturity framework, in which circumstances may banks exclude long and short positions from the calculation for both specific and general market risk?

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  • Correct reference given

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  • More or less correct, but severely lacking answer

  • Something goes wrong when asking for the source page

2:cross_mark:

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  • Pulls the wrong section and only mentions the correct one in passing

  • references (almost) the correct page directly

Banks may exclude from the interest rate maturity framework altogether (for both specific and general market risk) long and short positions (both actual and notional) in identical instruments with exactly the same issuer, coupon, currency and maturity. A matched position in a future or forward and its corresponding underlying may also be fully offset10 and thus excluded from the calculation. When the future or the forward comprises a range of deliverable instruments offsetting of positions in the future or forward contract and its underlying is only permissible in cases where there is a readily identifiable underlying security that is most profitable for the trader with a short position to deliver.

page 892

What reference documents does the Basel Framework point to regarding abuse of financial services?

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Reference documents: (February 2012, as amended in November 2023); BCBS, Sound management of risks FATF, , March 2021; FATF, Guidance on risk-based supervision Guidance related to money laundering and financing of terrorism , July 2020; , October 2016; FATF, on correspondent banking services Risk-based approach guidance for the banking sector , October 2014; BCBS, Shell banks and booking office 85 86 s, January 2003.

page 1865-1866

IMF Selected Decisions IMF_Selected_Decisions.pdfPDF documentDownload

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53.28s

1.28s

23.46s

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Queries

Assess the following statement: An IMF member is only expected to adopt measures after the Executive Board’s approval of the Policy Support Instrument, in particular when the member is sufficiently committed to implementing the program.

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  • Correct answer (statement is misleading)

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  • Wrong answer (classifies the statement as accurate and only points in passing to an “oversimplification”)

1:cross_mark:

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  • Wrong answer (believes the statement is correct and does not identify any issues)

A member may be expected to adopt measures prior to the Executive Board’s approval of a PSI when it is critical for the successful implementation of the program that such actions be taken.

page 139

A member will be expected to engage in post-program monitoring with the IMF if outstanding credit to a member crosses which thresholds.

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(a) 200 percent of quota for credit from the Fund’s General Resources Account (GRA), or from the Fund as Trustee of the Poverty Reduction and Growth Trust (PRGT), or a combination thereof; or

(b) an amount equivalent to SDR 1.5 billion for credit from the Fund’s GRA; or

(c) an amount equivalent to SDR 0.38 billion from the PRGT.

page 427

Which are the “specialized agencies” named by the report’s UN Convention section?

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  • Correct answer (full list)

2:cross_mark:

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  • Only lists first 2 organizations

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The International Labour Organisation; The Food and Agriculture Organization of the United Nations; The United Nations Educational, Scientific and Cultural Organization; The International Civil Aviation Organization; The International Monetary Fund; The International Bank for Reconstruction and Development; The World Health Organization; The Universal Postal Union; The International Telecommunication Union; and Any other agency in relationship with the United Nations in accordance with Articles 57 and 63 of the Charter.

page 753-754

ECB Commission Regulation ECB_Comission_Regulation.pdfPDF documentDownload

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11.53s

1.38s

38.88s

Screenshots

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Queries

Under which circumstances may management depart from a requirement of an IFRS, and what must it communicate when doing so?

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(a) that management has concluded that the financial statements present fairly the entity’s financial position, financial performance and cash flows;
(b) that it has complied with applicable IFRSs, except that it has departed from a particular requirement to achieve a fair presentation;
(c) the title of the IFRS from which the entity has departed, the nature of the departure, including the treatment that the IFRS would require, the reason why that treatment would be so misleading in the circumstances that it would conflict with the objective of financial statements set out in the Conceptual Framework, and the treatment adopted; and
(d) for each period presented, the financial effect of the departure on each item in the financial statements that would have been reported in complying with the requirement.

page 15

If a first time adopter spins-off from a parent company and undergoes a fair-value measurement within the first IFRS reporting period, how should it treat the resulting adjustments from that fair value measurement?

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  • It insists on its misinterpretation of the case until I paste the entire paragraph it was supposed to retrieve.

1:cross_mark:

TTS: 15.26s

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  • Answer is partly correct but misinterprets the case and doe snot identify the exception which applies here

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  • Misinterprets the case, does not identify the exception which applies

If the measurement date is after the date of transition to IFRSs, but during the period covered by the first IFRS financial statements, the event-driven fair value measurements may be used as deemed cost when the event occurs. An entity shall recognise the resulting adjustments directly in retained earnings (or if appropriate, another category of equity) at the measurement date. At the date of transition to IFRSs, the entity shall either establish the deemed cost by applying the criteria in paragraphs D5–D7 or measure assets and liabilities in accordance with the other requirements in this IFRS.

page 511-512

When did member states reach consensus around the last SIC interpretation?

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  • Only finds the correct interpretation after asking twice, and even then does not provide a date

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May 2001

page 1295

Last updated