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Every prompt in the paper, and what each model wrote back.

Return exactly ten single-sentence facts as JSON. Quality was judged pairwise; here you see the raw outputs and whether the JSON parsed.

13 of 1,000 prompts

WLK · Q3 20252025-10-30AZZ · Q1 20262025-07-10KOPN · Q2 20252025-08-12TRV · Q2 20252025-07-17CHRW · Q2 20252025-07-30PAVM · Q3 20252025-11-13ICFI · Q1 20262026-05-07EDUC · Q1 20262025-07-07SHEN · Q1 20262026-05-01TCMD · Q4 20252026-02-17PIII · Q2 20252025-08-14OESX · Q4 20262026-06-04MDAI · Q4 20252026-03-24

Nearby prompts. All 1,000 Earnings calls prompts

PromptICFI· Q1 2026 · call on2026-05-07· transcript 50,633 characters
Analyze the following earnings call transcript and extract the 10 most investor-relevant facts.

Each fact must:
- Be drawn only from the transcript (do not use any outside information).
- Be a single sentence capturing a specific, quantified insight relevant to investors.
- Avoid regurgitating the transcript verbatim; instead, synthesize and distill the information into investor-relevant facts.

Return only a JSON object with this exact structure (no markdown fences, no commentary):
{"facts": ["<fact 1>", "<fact 2>", ..., "<fact 10>"]}

The list must contain exactly 10 facts.

Transcript:
<transcript>
transcript redacted — the source calls are not publicly licensed
</transcript>
System prompt · identical for every setup
You are a financial analyst. You extract the most investor-relevant facts from earnings call transcripts to help investors anticipate the stock's reaction to the call.
Reference

No reference summary is published. Quality was judged pairwise by a separate model and is reported in aggregate on the main page.

Models
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Ours

10 facts · valid JSON
  1. ICF reported $437.5 million in Q1 revenues, a 10.3% year-over-year decline primarily caused by $12 million in commercial and international work shifting to later quarters.
  2. Commercial energy revenues would have grown 8.3% instead of the reported 2% if timing delays on fixed-price energy efficiency programs had not pushed recognition later in the year.
  3. Federal government client revenues increased 8.6% sequentially to $182.3 million, signaling a stabilization of that business segment after prior-year cancellations.
  4. The company awarded $450 million in new contracts during the quarter, resulting in a 12-month book-to-bill ratio of 1.21 and a total backlog of $3.4 billion.
  5. Non-US segments (commercial, state, local, and international) now represent over 58% of Q1 revenues and are projected to exceed 60% of full-year 2026 totals.
  6. International government client revenues grew 17.5% year-over-year driven by recent contract wins with European Union and U.K. clients.
  7. Q1 Adjusted EBITDA margin remained stable at 11.2% despite revenue timing issues, supporting guidance for 10 to 20 basis points of full-year margin expansion.
  8. The effective tax rate for the quarter was 25.1% due to lower equity-based compensation deductions, though management expects the full-year rate to settle at 20.5%.
  9. ICF repurchased 217,500 shares in the first quarter and announced a quarterly dividend of $0.14 per share payable on July 10, 2026.
  10. Full-year 2026 guidance anticipates top-line revenue growth of 3% at the midpoint and non-GAAP EPS growth of 5% at the midpoint within a projected $1.89B to $1.96B revenue range.
1,694 characters445 tokens

Aux 2015

Invalid JSONshown as written

Based on the transcript of ICF International, Inc.'s Q1 2026 earnings call, here are the 10 most investor-relevant facts extracted from the call:

  1. ICF's revenue growth in federal government clients is on track to reach 3% at the midpoint of the year

    • The company expects sequential revenue growth in federal government clients to continue through the third quarter, with year-over-year growth in this client category anticipated for the 2026 fourth quarter.

  2. ICF's commercial energy advisory work delivered mid-teens growth in the first quarter

    • The company's commercial energy advisory work delivered mid-teens growth in the first quarter, reflecting strong demand for its market assessment and due diligence services.

  3. ICF's international government clients are growing strongly

    • The company's international government clients increased 17.5% in the first quarter, driven by recent contract wins in the European Union and U.K.

  4. ICF's federal government business is on track to return to growth in Q2 and Q3

    • The company expects sequential revenue growth in federal government clients to continue through the third quarter, with year-over-year growth in this client category anticipated for the 2026 fourth quarter.

  5. ICF's federal government contracts are on track to reach $1 billion in value by the end of the year

    • The company expects to win approximately $1 billion in federal government contracts over the next 12 months, with half of these expected to be recognized in the second quarter.

  6. ICF's federal government contracts are on track to be 90% of total revenue by the end of the year

    • The company expects federal government contracts to represent over 60% of total revenue for the full year, with commercial, state and local and international clients accounting for the remaining 40%.

  7. ICF's federal government contracts are on track to be 90% of total revenue by the end of the year

    • The company expects federal government contracts to represent over 60% of total revenue for the full year, with commercial, state and local and international clients accounting for the remaining 40%.

  8. ICF's federal government contracts are on track to be 90% of total revenue by the end of the year

    • The company expects federal government contracts to represent over 60% of total revenue for the full year, with commercial, state and local and international clients accounting for the remaining 40%.

  9. ICF's federal government contracts are on track to be 90% of total revenue by the end of the year

    • The company expects federal government contracts to represent over 60% of total revenue for the full year, with commercial, state and local and international clients accounting for the remaining 40%.

  10. ICF's federal government contracts are on track to be 90% of total revenue by the end of the year

  • The company expects federal government contracts to represent over 60% of total revenue for the full year, with commercial, state and local and international clients accounting for the remaining 40%.

These 10 facts are drawn from the transcript of ICF International, Inc.'s Q1 2026 earnings call, which was held on May 7, 2026.

3,255 charactersfirst of 2 attempts730 tokens

PiT-FT 2015

Invalid JSONshown as written
<|assistant|>
<|assistant|>
<|assistant|>

The same 14-character fragment repeats 292 times until the token limit. Showing the first three.

4,099 charactersfirst of 2 attempts2,048 tokens

ChronoGPT 2015

Invalid JSONshown as written
3 charactersfirst of 2 attempts2 tokens