Earnings Call Signal Play skill

Runs an outbound play from public-company earnings calls and SEC filings: strategic priorities mined from 10-K/10-Q sections, Risk Factors turned into discovery questions, MD&A-grounded executive messaging, and a quarterly cadence.

by LeadMagic·MIT license·★ 62 Stars on the repo·GitHub ↗

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SKILL.md · the author's own words
# Earnings Call Signal Play

## Overview

Most sellers who "use earnings signals" watch the call replay or read a
summary newsletter — meaning they react to the same curated quotes as every
other vendor who emails the account that week. The plays that actually open
enterprise doors start with the SEC filing itself: Item 1A Risk Factors is a
ranked list of management's biggest fears, Item 7 MD&A is where executives
explain their own priorities in their own language, and the analyst Q&A layer
reveals what the street is pressuring them on — none of which appears in
earnings recaps. This skill applies Jamal Reimer's mega-deal method and Elric
Legloire's tactical SDR playbook to turn 10-K/10-Q sections into discovery
questions, executive messaging, and a quarterly cadence that lands before
competitors who rely on summaries.

Word-for-word excerpt, not a result. Read the full SKILL.md ↓

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Earnings Call Signal Play

Overview

Most sellers who "use earnings signals" watch the call replay or read a summary newsletter — meaning they react to the same curated quotes as every other vendor who emails the account that week. The plays that actually open enterprise doors start with the SEC filing itself: Item 1A Risk Factors is a ranked list of management's biggest fears, Item 7 MD&A is where executives explain their own priorities in their own language, and the analyst Q&A layer reveals what the street is pressuring them on — none of which appears in earnings recaps. This skill applies Jamal Reimer's mega-deal method and Elric Legloire's tactical SDR playbook to turn 10-K/10-Q sections into discovery questions, executive messaging, and a quarterly cadence that lands before competitors who rely on summaries.

When to Use

  • "Mine earnings calls for signals"
  • "Earnings-based outbound for [public company]"
  • "Enterprise trigger outreach from SEC filings"
  • "10-K prospecting playbook"
  • "Outreach grounded in a specific earnings call passage"
  • "Private company — borrow signals from public competitors"

Authoritative Foundations

  • SEC EDGAR — Form 10-K/10-Q and SEC Investor Bulletin (sec.gov). All public-company filings are free on EDGAR. The four sections that drive outreach: Item 1 Business (segments, strategy, competitive position), Item 1A Risk Factors (listed roughly in order of management's concern — the pain-point goldmine), Item 7 MD&A (management's own narrative on results, forward priorities, and known uncertainties), and Financial Statements (revenue by segment, cost pressures). Used in Phase 1 to anchor every outreach claim to a specific, citable filing section.

  • Jamal Reimer — How to Use a 10-K Report (GTMnow / Sales Hacker). Mega- deal seller method: convert Risk Factors directly into discovery questions; use MD&A language to mirror how the management team thinks and tailor exec-level messaging to their stated priorities; pull revenue-by-business- unit numbers from analyst calls to quote in outreach. Applied in Phase 3 to write outreach anchored in the exec's own language, not vendor copy.

  • Elric Legloire — The 10-K Report Playbook (Outbound Kitchen). Tactical SDR method: Ctrl+F the filing for "risk", "initiative", "strategy", "invest in", "headwind"; pair the annual 10-K with the most recent 10-Q to see plan vs. actual progress; for private target accounts, read the 10-Ks of their public competitors to borrow industry priorities; use an LLM to extract the top three to five initiatives relevant to your product category. Applied in Phase 1 for keyword extraction and Phase 2 for private-company workarounds. Extended reference table in references/framework-notes.md.

  • UserGems — Buying Signals Benchmark Report (4.2M accounts, 2.28M opportunities analyzed). Growth signals measurably lift opportunity creation; companies often announce news one to three months after the fact, so speed of detection matters. Used in Phase 5 as the measurement anchor: compare earnings-play reply and opportunity rates against your non-trigger baseline.

Step-by-Step Process

Phase 1: EDGAR Research (Before the Call)

Pull the filing directly from EDGAR before listening to the call:

  1. Search EDGAR (sec.gov) for the company's most recent 10-K and latest 10-Q.
  2. Run Legloire's keyword scan: Ctrl+F "risk", "initiative", "strategy", "invest in", "headwind", "accelerate", "priority". Log every hit with section number and page.
  3. Extract signals by section:
Filing Section What to Extract Outreach Use
Item 1 Business Segments, stated strategy, competitive position Initiative owner identification
Item 1A Risk Factors Ranked fears, operational threats Discovery questions (Reimer method)
Item 7 MD&A Management's priorities, known uncertainties, forward guidance Exec messaging in management's own language
Financial Statements Revenue by segment, margin trends, cost lines Proof points on scale and urgency
  1. Pair the 10-K with the most recent 10-Q (Legloire): flag where plan diverges from actual — these gaps are live pain points.
  2. Private accounts: Read the 10-Ks of their top two public competitors to borrow industry-level priorities and pressures.
Phase 2: Earnings Call Transcript Mining

The prepared remarks surface polished strategy; the analyst Q&A reveals unscripted pressure:

  • Source transcripts: Seeking Alpha, The Motley Fool, the IR page, or an LLM with browsing.
  • Mine prepared remarks for: "investing in", "doubling down on", "hiring [X] headcount", "new [product / geography / segment]", "by end of fiscal year".
  • Mine analyst Q&A for: topics analysts asked multiple questions on (street concern), management deflections (sensitive topics), and any revenue-by- business-unit numbers named in follow-ups.
  • Use Reimer's method: map analyst pressure questions directly to the exec's pain — these become your cold email discovery angles.
Phase 3: Signal-to-Value Mapping

For each extracted signal, produce a signal card:

Field Content
Signal Exact quote with Item/section citation
Category Buying signal / Pain point / Timing marker
Initiative owner Named exec or function from Item 1 or call
Your product fit One concrete value connection, not a feature list
Discovery question Reimer-style open question derived from the signal

Example:
Signal: "We plan to hire 60 SDRs in North America by end of Q3" (10-K Item 1, p. 8).
Category: Buying signal (team scaling, new tools needed).
Initiative owner: CRO, VP Sales.
Discovery question: "Your 10-K flagged a 60-person SDR expansion — how are you thinking about onboarding speed and early ramp productivity?"

Phase 4: Executive Outreach Sequence

Target the exec who owns the named initiative — not just any VP.

Email 1 — Filing Anchor (Earnings Week + Week 1):

Subject: Your Q[X] MD&A — [quoted management phrase]

Body template:

In [Company]'s [10-K / Q3 10-Q], Item 7, you noted "[exact MD&A quote]." The teams I work with at similar scale running [named initiative] typically hit [specific friction point] at this stage. Curious how you're approaching the [domain] piece — is that a live conversation for you this quarter?

Email 2 — Risk Factor to Discovery Question (Week 2):

Convert an Item 1A Risk Factor into a question that shows you read the actual filing, not a summary.

Email 3 — Peer Proof Point (Week 3):

Reference how a similar public company at comparable revenue addressed the same initiative you identified. Cite the publicly available result.

Phase 5: Multi-Level Engagement
Persona Cadence Angle
C-suite 1 email per quarter max Strategic: MD&A language, board-level initiative
SVP / VP Initiative-specific, filing-anchored Reimer method: their language, their priorities
Director Operational connection "Your SVP's Q3 call highlighted X — here's how teams at your level execute on that"

Never contact all three levels simultaneously with identical content — each level should receive a message anchored to their section of the filing.

Phase 6: Quarterly Cadence
  • Earnings week: Pull EDGAR filing, run keyword scan, prepare signal cards.
  • Week 1 post-earnings: Send executive outreach (Email 1 above).
  • Week 2: Follow up to non-responders with the Risk Factor discovery angle.
  • Week 3: Expand to Director level with operational connection.
  • Between quarters: Maintain with quarterly strategic touch; refresh signal cards when the next filing drops. Per UserGems research, companies often announce initiatives one to three months after they begin — file-date monitoring captures earlier signals than press coverage.

Output Format

Earnings play playbook containing: keyword-scanned EDGAR filing notes with section citations, signal cards (signal / category / owner / product fit / discovery question), filing-anchored outreach emails per persona, and a quarterly cadence calendar. Reference the extended filing-to-outreach mapping table in references/framework-notes.md.

Quality Check

Before delivering, verify:

  • Every outreach email quotes a specific filing section (Item 1, Item 1A, Item 7) or named call passage — not a paraphrase from a news summary
  • Outreach targets the exec who owns the named initiative, identified in Item 1 or the call transcript — not a generic title match
  • Signal cards exist for at least three extracted signals with section citations, initiative owners, and discovery questions
  • Play is executed within the earnings window (within two weeks of filing or call date)
  • Private target accounts are handled via the Legloire competitor 10-K method — not skipped
  • Multi-level emails carry different angles by persona — not the same message sent to all three levels
  • Measurement baseline established: non-trigger reply rate documented so earnings-play lift is calculable against the UserGems benchmark

Common Pitfalls

  1. Reading a summary instead of the actual filing. Summaries surface the same bullet points every competitor reads. Fix: pull the 10-K/10-Q from EDGAR directly, run the keyword scan on the full text, and cite section numbers in outreach — it signals to the exec that you did the work.

  2. Mining the prepared remarks while ignoring the analyst Q&A. The prepared remarks are polished strategy. The Q&A is where analysts press on weak spots and executives respond under pressure. Fix: read the transcript end-to-end; topics that draw multiple analyst questions are the live street concerns — and your discovery angles.

  3. Opening with generic "I saw your earnings call" framing. This is the default opener from every vendor monitoring the same recap newsletters. Fix: use Reimer's method — mirror the executive's own MD&A language in the subject line and first sentence so it reads as a peer conversation, not vendor outreach.

  4. Targeting any VP instead of the initiative owner. Sending the same earnings-signal email to all VPs dilutes relevance. Fix: trace the initiative back to a named leader or business unit in Item 1 or the call, and route the email to that specific owner.

Execution Artifacts

  • references/framework-notes.md — Named frameworks and reference tables
  • templates/output-template.md — Deliverable shell for agent output
  • scripts/check-output.py — Lightweight deliverable validator
  • cold-email-strategy, meeting-prep, pipeline-management, account-selection, competitive-intel
1---
2name: earnings-signal-play
3description: >-
4 Runs an outbound play from public-company earnings calls and SEC filings:
5 strategic priorities mined from 10-K/10-Q sections, Risk Factors turned into
6 discovery questions, MD&A-grounded executive messaging, and a quarterly
7 cadence. Use when prospecting into public companies, or into private companies
8 by borrowing signals from public competitors. Triggers on: "earnings signal",
9 "earnings play", "public company outbound", "10-K outreach", "earnings call
10 prospecting", "SEC filing signal".
11license: MIT
12compatibility: Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Goose, Hermes, Windsurf, Zed
13metadata:
14 version: "1.1.0"
15 author: LeadMagic
16 category: sales-plays
17 tags: [sales-plays, earnings, public-companies, trigger-based, enterprise]
18 related_skills: [cold-email-strategy, meeting-prep, pipeline-management, account-selection, competitive-intel]
19 frameworks:
20 - "SEC EDGAR — Form 10-K/10-Q filings and SEC Investor Bulletin (sec.gov)"
21 - "Jamal Reimer — How to Use a 10-K Report (GTMnow / Sales Hacker)"
22 - "Elric Legloire — The 10-K Report Playbook (Outbound Kitchen)"
23 - "UserGems — Buying Signals Benchmark Report (4.2M accounts, 2.28M opportunities)"
24---
25 
26# Earnings Call Signal Play
27 
28## Overview
29 
30Most sellers who "use earnings signals" watch the call replay or read a
31summary newsletter — meaning they react to the same curated quotes as every
32other vendor who emails the account that week. The plays that actually open
33enterprise doors start with the SEC filing itself: Item 1A Risk Factors is a
34ranked list of management's biggest fears, Item 7 MD&A is where executives
35explain their own priorities in their own language, and the analyst Q&A layer
36reveals what the street is pressuring them on — none of which appears in
37earnings recaps. This skill applies Jamal Reimer's mega-deal method and Elric
38Legloire's tactical SDR playbook to turn 10-K/10-Q sections into discovery
39questions, executive messaging, and a quarterly cadence that lands before
40competitors who rely on summaries.
41 
42## When to Use
43 
44- "Mine earnings calls for signals"
45- "Earnings-based outbound for [public company]"
46- "Enterprise trigger outreach from SEC filings"
47- "10-K prospecting playbook"
48- "Outreach grounded in a specific earnings call passage"
49- "Private company — borrow signals from public competitors"
50 
51## Authoritative Foundations
52 
53- **SEC EDGAR — Form 10-K/10-Q and SEC Investor Bulletin (sec.gov).** All
54 public-company filings are free on EDGAR. The four sections that drive
55 outreach: Item 1 Business (segments, strategy, competitive position),
56 Item 1A Risk Factors (listed roughly in order of management's concern —
57 the pain-point goldmine), Item 7 MD&A (management's own narrative on
58 results, forward priorities, and known uncertainties), and Financial
59 Statements (revenue by segment, cost pressures). Used in Phase 1 to
60 anchor every outreach claim to a specific, citable filing section.
61 
62- **Jamal Reimer — How to Use a 10-K Report (GTMnow / Sales Hacker).** Mega-
63 deal seller method: convert Risk Factors directly into discovery questions;
64 use MD&A language to mirror how the management team thinks and tailor
65 exec-level messaging to their stated priorities; pull revenue-by-business-
66 unit numbers from analyst calls to quote in outreach. Applied in Phase 3
67 to write outreach anchored in the exec's own language, not vendor copy.
68 
69- **Elric Legloire — The 10-K Report Playbook (Outbound Kitchen).** Tactical
70 SDR method: Ctrl+F the filing for "risk", "initiative", "strategy",
71 "invest in", "headwind"; pair the annual 10-K with the most recent 10-Q to
72 see plan vs. actual progress; for private target accounts, read the 10-Ks
73 of their public competitors to borrow industry priorities; use an LLM to
74 extract the top three to five initiatives relevant to your product category.
75 Applied in Phase 1 for keyword extraction and Phase 2 for private-company
76 workarounds. Extended reference table in `references/framework-notes.md`.
77 
78- **UserGems — Buying Signals Benchmark Report (4.2M accounts, 2.28M
79 opportunities analyzed).** Growth signals measurably lift opportunity
80 creation; companies often announce news one to three months after the fact,
81 so speed of detection matters. Used in Phase 5 as the measurement anchor:
82 compare earnings-play reply and opportunity rates against your non-trigger
83 baseline.
84 
85## Step-by-Step Process
86 
87### Phase 1: EDGAR Research (Before the Call)
88 
89Pull the filing directly from EDGAR before listening to the call:
90 
911. Search EDGAR (sec.gov) for the company's most recent 10-K and latest 10-Q.
922. Run Legloire's keyword scan: Ctrl+F "risk", "initiative", "strategy",
93 "invest in", "headwind", "accelerate", "priority". Log every hit with
94 section number and page.
953. Extract signals by section:
96 
97| Filing Section | What to Extract | Outreach Use |
98|---|---|---|
99| Item 1 Business | Segments, stated strategy, competitive position | Initiative owner identification |
100| Item 1A Risk Factors | Ranked fears, operational threats | Discovery questions (Reimer method) |
101| Item 7 MD&A | Management's priorities, known uncertainties, forward guidance | Exec messaging in management's own language |
102| Financial Statements | Revenue by segment, margin trends, cost lines | Proof points on scale and urgency |
103 
1044. Pair the 10-K with the most recent 10-Q (Legloire): flag where plan diverges
105 from actual — these gaps are live pain points.
1065. **Private accounts:** Read the 10-Ks of their top two public competitors to
107 borrow industry-level priorities and pressures.
108 
109### Phase 2: Earnings Call Transcript Mining
110 
111The prepared remarks surface polished strategy; the analyst Q&A reveals
112unscripted pressure:
113 
114- Source transcripts: Seeking Alpha, The Motley Fool, the IR page, or an LLM
115 with browsing.
116- Mine prepared remarks for: "investing in", "doubling down on", "hiring [X]
117 headcount", "new [product / geography / segment]", "by end of fiscal year".
118- Mine analyst Q&A for: topics analysts asked multiple questions on (street
119 concern), management deflections (sensitive topics), and any revenue-by-
120 business-unit numbers named in follow-ups.
121- Use Reimer's method: map analyst pressure questions directly to the exec's
122 pain — these become your cold email discovery angles.
123 
124### Phase 3: Signal-to-Value Mapping
125 
126For each extracted signal, produce a signal card:
127 
128| Field | Content |
129|---|---|
130| Signal | Exact quote with Item/section citation |
131| Category | Buying signal / Pain point / Timing marker |
132| Initiative owner | Named exec or function from Item 1 or call |
133| Your product fit | One concrete value connection, not a feature list |
134| Discovery question | Reimer-style open question derived from the signal |
135 
136Example:
137Signal: "We plan to hire 60 SDRs in North America by end of Q3" (10-K Item 1,
138p. 8).
139Category: Buying signal (team scaling, new tools needed).
140Initiative owner: CRO, VP Sales.
141Discovery question: "Your 10-K flagged a 60-person SDR expansion — how are
142you thinking about onboarding speed and early ramp productivity?"
143 
144### Phase 4: Executive Outreach Sequence
145 
146Target the exec who owns the named initiative — not just any VP.
147 
148**Email 1 — Filing Anchor (Earnings Week + Week 1):**
149 
150Subject: `Your Q[X] MD&A — [quoted management phrase]`
151 
152Body template:
153> In [Company]'s [10-K / Q3 10-Q], Item 7, you noted "[exact MD&A quote]."
154> The teams I work with at similar scale running [named initiative] typically
155> hit [specific friction point] at this stage. Curious how you're approaching
156> the [domain] piece — is that a live conversation for you this quarter?
157 
158**Email 2 — Risk Factor to Discovery Question (Week 2):**
159 
160Convert an Item 1A Risk Factor into a question that shows you read the actual
161filing, not a summary.
162 
163**Email 3 — Peer Proof Point (Week 3):**
164 
165Reference how a similar public company at comparable revenue addressed the
166same initiative you identified. Cite the publicly available result.
167 
168### Phase 5: Multi-Level Engagement
169 
170| Persona | Cadence | Angle |
171|---|---|---|
172| C-suite | 1 email per quarter max | Strategic: MD&A language, board-level initiative |
173| SVP / VP | Initiative-specific, filing-anchored | Reimer method: their language, their priorities |
174| Director | Operational connection | "Your SVP's Q3 call highlighted X — here's how teams at your level execute on that" |
175 
176Never contact all three levels simultaneously with identical content — each
177level should receive a message anchored to their section of the filing.
178 
179### Phase 6: Quarterly Cadence
180 
181- **Earnings week:** Pull EDGAR filing, run keyword scan, prepare signal cards.
182- **Week 1 post-earnings:** Send executive outreach (Email 1 above).
183- **Week 2:** Follow up to non-responders with the Risk Factor discovery angle.
184- **Week 3:** Expand to Director level with operational connection.
185- **Between quarters:** Maintain with quarterly strategic touch; refresh signal
186 cards when the next filing drops. Per UserGems research, companies often
187 announce initiatives one to three months after they begin — file-date
188 monitoring captures earlier signals than press coverage.
189 
190## Output Format
191 
192Earnings play playbook containing: keyword-scanned EDGAR filing notes with
193section citations, signal cards (signal / category / owner / product fit /
194discovery question), filing-anchored outreach emails per persona, and a
195quarterly cadence calendar. Reference the extended filing-to-outreach mapping
196table in `references/framework-notes.md`.
197 
198## Quality Check
199 
200Before delivering, verify:
201- [ ] Every outreach email quotes a specific filing section (Item 1, Item 1A,
202 Item 7) or named call passage — not a paraphrase from a news summary
203- [ ] Outreach targets the exec who owns the named initiative, identified in
204 Item 1 or the call transcript — not a generic title match
205- [ ] Signal cards exist for at least three extracted signals with section
206 citations, initiative owners, and discovery questions
207- [ ] Play is executed within the earnings window (within two weeks of filing
208 or call date)
209- [ ] Private target accounts are handled via the Legloire competitor 10-K
210 method — not skipped
211- [ ] Multi-level emails carry different angles by persona — not the same
212 message sent to all three levels
213- [ ] Measurement baseline established: non-trigger reply rate documented so
214 earnings-play lift is calculable against the UserGems benchmark
215 
216## Common Pitfalls
217 
2181. **Reading a summary instead of the actual filing.** Summaries surface the
219 same bullet points every competitor reads. Fix: pull the 10-K/10-Q from
220 EDGAR directly, run the keyword scan on the full text, and cite section
221 numbers in outreach — it signals to the exec that you did the work.
222 
2232. **Mining the prepared remarks while ignoring the analyst Q&A.** The
224 prepared remarks are polished strategy. The Q&A is where analysts press on
225 weak spots and executives respond under pressure. Fix: read the transcript
226 end-to-end; topics that draw multiple analyst questions are the live street
227 concerns — and your discovery angles.
228 
2293. **Opening with generic "I saw your earnings call" framing.** This is the
230 default opener from every vendor monitoring the same recap newsletters.
231 Fix: use Reimer's method — mirror the executive's own MD&A language in the
232 subject line and first sentence so it reads as a peer conversation, not
233 vendor outreach.
234 
2354. **Targeting any VP instead of the initiative owner.** Sending the same
236 earnings-signal email to all VPs dilutes relevance. Fix: trace the
237 initiative back to a named leader or business unit in Item 1 or the call,
238 and route the email to that specific owner.
239 
240## Execution Artifacts
241 
242- `references/framework-notes.md` — Named frameworks and reference tables
243- `templates/output-template.md` — Deliverable shell for agent output
244- `scripts/check-output.py` — Lightweight deliverable validator
245 
246## Related Skills
247 
248- cold-email-strategy, meeting-prep, pipeline-management, account-selection, competitive-intel
249 

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