Frontier to PiT

Output Explorer

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

ATOM · Q3 20252025-10-28ULH · Q2 20252025-07-25SNDX · Q3 20252025-11-03MYGN · Q2 20252025-08-05TALO · Q3 20252025-11-06BKE · Q3 20252025-11-21ACDC · Q3 20252025-11-10THC · Q1 20262026-04-30ALIT · Q4 20252026-02-19SIGI · Q4 20252026-01-30GLW · Q2 20252025-07-29CME · Q2 20252025-07-23LAD · Q3 20252025-10-22

Nearby prompts. All 1,000 Earnings calls prompts

PromptACDC· Q3 2025 · call on2025-11-10· transcript 44,284 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
4 of 4 columns · click a model to add or remove it

Ours

10 facts · valid JSON
  1. ProFrac generated $403 million in revenue and $41 million in adjusted EBITDA for Q3 2025, resulting in negative free cash flow of $29 million.
  2. Management identified a comprehensive cost optimization plan targeting $100 million in annualized cash savings by mid-2026, broken down into labor reductions, nonlabor expense cuts, and capital efficiency.
  3. The company deferred a planned $40 million senior note tranche to December 2015 and is actively pursuing an additional $40 million in debt to raise a total of approximately $200 million in capital.
  4. Capital expenditure guidance for the full year 2025 was lowered to a range of $160 million to $190 million, reflecting a $25 million reduction from the midpoint of prior guidance due to market conditions.
  5. The company's fleet deployment strategy shifted to prioritize dedicated contracts, with approximately 80% of the mid-twenties average fleet count currently dedicated to stable operator programs.
  6. ProFrac holds approximately 60% fully diluted equity ownership in Flotek Industries following a sale-leaseback transaction valued at $105 million, recently monetizing $40 million of a seller note from that deal.
  7. The Stimulation Services segment incurred $9 million in shortfall expenses related to its supply agreement with Flotek, contributing to a margin contraction from 12% in Q2 to 6% in Q3.
  8. The Proppant Production segment maintained flat revenues quarter-over-quarter but saw its adjusted EBITDA margin compress to 10% due to a geographic volume shift toward the lower-priced West Texas market.
  9. ProFrac's vertically integrated manufacturing and asset management capabilities, including the ProPilot 2.0 automation platform, are currently delivering measurable operational efficiencies such as up to 26% improvement in fuel economy.
  10. Total liquidity at quarter end stood at approximately $95 million, comprised of $58 million in cash and equivalents and $41 million available under the ABL facility, with total debt outstanding at $1.1 billion.
2,086 characters474 tokens

Aux 2015

Invalid JSONshown as written

Based on the transcript, here are the 10 most investor-relevant facts extracted from the ProFrac earnings call:

  1. Matt Wilks thanked employees for their hard work and focus
  2. Ladd Wilks provided operational highlights
  3. ProFrac's vertically integrated platform remains a competitive advantage
  4. ProFrac's asset management program enables cost savings
  5. ProFrac's cost and capital management initiatives are reducing or eliminating future capital needs
  6. ProFrac's cost and capital management initiatives are reducing or eliminating future capital needs
  7. ProFrac's cost and capital management initiatives are reducing or eliminating future capital needs
  8. ProFrac's cost and capital management initiatives are reducing or eliminating future capital needs
  9. ProFrac's cost and capital management initiatives are reducing or eliminating future capital needs
  10. ProFrac's cost and capital management initiatives are reducing or eliminating future capital needs

These facts are drawn directly from the transcript and are quantified insights relevant to investors.

1,129 charactersfirst of 2 attempts230 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
```json
{
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
2,051 charactersfirst of 2 attempts2,048 tokens