earnings-call-insights

Analyze earnings call transcripts to extract key insights about future guidance, strategic priorities, management commentary, and market signals.

27 stars

Best use case

earnings-call-insights is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Analyze earnings call transcripts to extract key insights about future guidance, strategic priorities, management commentary, and market signals.

Teams using earnings-call-insights should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/earnings-call-insights/SKILL.md --create-dirs "https://raw.githubusercontent.com/OctagonAI/skills/main/skills/earnings-call-insights/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/earnings-call-insights/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How earnings-call-insights Compares

Feature / Agentearnings-call-insightsStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Analyze earnings call transcripts to extract key insights about future guidance, strategic priorities, management commentary, and market signals.

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# Earnings Call Insights

Analyze earnings call transcripts to extract forward-looking guidance, strategic highlights, management sentiment, and actionable investment insights.

## Prerequisites

Ensure Octagon MCP is configured. See [references/mcp-setup.md](references/mcp-setup.md) for installation instructions.

## Workflow

### Step 1: Retrieve Earnings Call Insights

Use the Octagon MCP to analyze earnings call transcripts:

```
Analyze <TICKER>'s latest earnings call transcript and extract key insights about future guidance.
```

### Step 2: Focus Areas

You can target specific aspects of earnings calls:

```
# Financial Guidance
Analyze <TICKER>'s latest earnings call and extract revenue and margin guidance.

# Strategic Priorities
Analyze <TICKER>'s earnings call and summarize management's strategic priorities.

# Competitive Commentary
Analyze <TICKER>'s earnings call for commentary on competitive positioning.

# Risk Factors
Extract risk factors and challenges mentioned in <TICKER>'s latest earnings call.

# Capital Allocation
Summarize <TICKER>'s capital allocation plans from the latest earnings call.
```

## Expected Output

The skill returns structured insights including:

| Category | Information |
|----------|-------------|
| Financial Outlook | Revenue growth, margin guidance, EPS expectations |
| Strategic Highlights | Key initiatives, product launches, market expansion |
| Segment Performance | Business unit commentary, growth drivers |
| Risk Factors | Challenges, headwinds, uncertainties |
| Capital Allocation | Buybacks, dividends, M&A plans, CapEx |
| Management Sentiment | Tone, confidence level, outlook |

## Example Query

```
Analyze AAPL's latest earnings call transcript and extract key insights about future guidance.
```

## Example Response

Apple Inc. (AAPL) outlined the following key future guidance during its Q1 2026 earnings call:

**Financial Outlook**
- **Revenue Growth**: 13.00% to 16.00% year-over-year growth in March quarter revenue, despite iPhone supply constraints
- **Services Revenue**: Expected to grow at a similar rate to the previous quarter
- **Gross Margin**: Projected to range between 48.00% and 49.00%
- **Operating Expenses**: Estimated between $18.40 billion and $18.70 billion
- **Tax Rate**: Anticipated at ~17.50%

**Strategic Highlights**
- **Services Business**: Double-digit growth in services revenue, driven by strong performance
- **Product Mix**: Favorable product mix dynamics contributing to financial outlook
- **Emerging Markets**: Optimistic about growth potential in India and other emerging markets
- **Supply Constraints**: Navigating advanced node capacity limitations impacting iPhone demand fulfillment

## Key Metrics to Extract

### Financial Guidance
| Metric | Description |
|--------|-------------|
| Revenue Guidance | Expected revenue range or growth rate |
| EPS Guidance | Earnings per share expectations |
| Margin Guidance | Gross margin, operating margin targets |
| OpEx Guidance | Operating expense projections |
| Tax Rate | Expected effective tax rate |
| CapEx | Capital expenditure plans |

### Qualitative Insights
| Insight | Description |
|---------|-------------|
| Demand Trends | Customer demand signals |
| Pricing Power | Ability to maintain/increase prices |
| Market Share | Competitive positioning |
| Product Pipeline | Upcoming launches or innovations |
| Geographic Mix | Regional performance and outlook |

## Analysis Framework

### Guidance Assessment

| Signal | Interpretation |
|--------|----------------|
| Raised guidance | Positive momentum, beat expectations |
| Maintained guidance | Steady performance, on track |
| Lowered guidance | Challenges ahead, potential headwinds |
| Wide range | Uncertainty in outlook |
| Narrow range | High confidence in forecast |

### Management Tone Analysis

| Tone | Indicators |
|------|------------|
| Confident | Strong language, specific targets, enthusiasm |
| Cautious | Hedged language, ranges, multiple caveats |
| Defensive | Explaining misses, external blame |
| Optimistic | Forward-looking, opportunity focus |
| Concerned | Risk emphasis, challenge acknowledgment |

### Key Phrases to Monitor

**Positive Signals**:
- "Exceeding expectations"
- "Strong demand"
- "Market share gains"
- "Raising guidance"
- "Accelerating growth"

**Cautionary Signals**:
- "Macroeconomic headwinds"
- "Supply constraints"
- "Competitive pressure"
- "Normalizing demand"
- "Prudent outlook"

## Use Cases

1. **Earnings Analysis**: Quickly digest key takeaways from earnings calls
2. **Guidance Tracking**: Monitor changes in forward guidance over time
3. **Sentiment Analysis**: Gauge management confidence and outlook
4. **Competitive Intelligence**: Track competitor commentary and positioning
5. **Investment Decisions**: Inform buy/sell/hold decisions with qualitative data
6. **Sector Analysis**: Compare guidance across industry peers

## Combining with Other Skills

| Skill | Combined Analysis |
|-------|-------------------|
| analyst-estimates | Compare guidance vs. consensus |
| income-statement | Validate historical trends vs. guidance |
| stock-price-change | Correlate guidance with price reaction |
| price-target-consensus | Assess if targets reflect guidance |
| sec-10q-analysis | Cross-reference with quarterly filings |

## Analysis Tips

1. **Compare to Prior Quarter**: Note changes in tone and guidance vs. previous call

2. **Track Beat/Miss Pattern**: Historical accuracy of management guidance

3. **Read Between Lines**: What management doesn't say can be as important

4. **Note Q&A Responses**: Often more candid than prepared remarks

5. **Watch for Revisions**: Mid-quarter guidance changes signal significant shifts

6. **Sector Context**: Consider industry-wide trends affecting guidance

## Interpreting Results

See [references/interpreting-results.md](references/interpreting-results.md) for detailed guidance on analyzing earnings call insights.

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