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Get Started Free →asgard-ai-platform/fin-earnings-summary
Summarize and analyze earnings calls (法說會) including financial highlights, management commentary, guidance, and analyst Q&A key takeaways.
Passed 24 of 24 test cases with the skill, and 20 of 24 without it.
and 1 more in the full report
4 fixed20 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.
During Tesla's Q2 analyst Q&A, an analyst asked twice for specific gross margin projections on energy storage, but executive leadership responded with general statements about long-term enthusiasm without giving numbers. How should this exchange be represented in the Q&A breakdown?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies management deflection or non-specific answers as a potential risk factor or red flag | Missed | Passed |
The instructions your model reads when the skill loads.
IRON LAW: Separate Facts from Spin
Management presentations emphasize positives and downplay negatives.
Your job is to extract: (1) hard numbers, (2) forward guidance with
specificity level, and (3) what management DIDN'T say (notable omissions).
"Strong momentum" without numbers is spin.
"Revenue grew 15% to NT$2.3B" is a fact.
| Section | Duration | What to Extract |
|---|---|---|
| Prepared Remarks | 15-20 min | Revenue, EPS, margins, key metrics — actual vs guidance vs consensus |
| Management Commentary | 10-15 min | Forward guidance, strategic initiatives, market outlook |
| Q&A | 20-30 min | What analysts are worried about (revealed by their questions), management's candor level |
Financial Highlights (vs Consensus)
| Metric | Actual | Consensus | Beat/Miss | YoY Change |
|---|---|---|---|---|
| Revenue | ${X} | ${X} | Beat/Miss by {%} | {%} |
| EPS | ${X} | ${X} | Beat/Miss by {%} | {%} |
| Gross Margin | {%} | {%} | ±{pp} | ±{pp} |
| Operating Margin | {%} | {%} | ±{pp} | ±{pp} |
Forward Guidance
| Metric | Guidance | Prior Guidance | Change | Specificity |
|---|---|---|---|---|
| Next Q Revenue | ${X}-${X} | ${X}-${X} | Raised/Maintained/Lowered | Specific/Vague |
| Full Year EPS | ${X}-${X} | ... | ... | ... |
Qualitative Signals
test cases passed, vs 20 / 24 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.