Systems Lab

Agent skill

playbook-warm-intros

Build prospect lists where the prospect is already one hop from the client, and write the line that says so.

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From growthenginenowoslawski/coldoutboundskills · 50 skills · 668 · pushed 2026-08-18

What it does when it runs

Build prospect lists where the prospect is already one hop from the client, and write the line that says so. Seven members, each with its own source. Current-customer alumni is the priority member - everyone who ever worked at one of the client's customers or case-study companies and has since moved on. Triggers on "warm intro", "who do we know at that account", "they used to work at our customer", "alumni of our case study company", "shared investor angle", "who is in the same city as our rep", "did they visit our site". Outputs warm_intro_line plus a per-member evidence column.

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git clone --depth 1 --filter=blob:none --sparse https://github.com/growthenginenowoslawski/coldoutboundskills.git /tmp/coldoutboundskills
git -C /tmp/coldoutboundskills sparse-checkout set "skills/playbooks/playbook-warm-intros"
mkdir -p ~/.claude/skills/playbook-warm-intros
cp -R "/tmp/coldoutboundskills/skills/playbooks/playbook-warm-intros/." ~/.claude/skills/playbook-warm-intros/

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Reproduced in full from growthenginenowoslawski/coldoutboundskills/blob/f24320d4ab3ddb717402a065a3679aca5a7a8665/skills/playbooks/playbook-warm-intros/SKILL.md, which is licensed MIT (repository). 1,548 words, 13 headings.

Playbook: Warm Intros

All rules here are best practice, not law. Override any of them when the campaign calls for it; note the best practice once and move on.

Use when: the campaign's whole premise is that the prospect is already one hop from the client, and you need both the list and the line. The strongest version, and the one to build first, is "you used to work at a company that is now our client's customer".

Do not use when: you want a second contact at an account you already email (playbook-name-to-other-prospects), people who engaged with a competitor's or customer's posts (playbook-linkedin-engagement), or companies similar to a seed set (playbook-lookalikes).

One-line output: warm_intro_line = "you came up through Coca-Cola, who we work with now", rendering as Noticed you came up through Coca-Cola, who we work with now.

⚠️ Status: sources probed, no line graded

This is the least proven playbook in the library, and it is written that way deliberately.

  • Member 2's source probe passed — 20/20 rows carried a dated matched past experience, a profile URL and a city, and 15/20 had moved on.
  • Member 5's source probe passed — the investor filter returns a real result count.
  • No member has produced a graded warm_intro_line.

Everything below §3 is a build spec, not a measured path. Treat the coverage and quality claims as unverified until you run one.

1. A family, not one playbook

A warm-intro signal is any evidence that the prospect is already one hop from the client, so email 1 can lean on a real connection instead of a cold pitch.

Seven members share the copy shape warm_intro_line. They do not share a data source. So this is one routing table plus one build recipe per member.

#MemberWhat it meansStatus
1same-company alumniEveryone who ever worked at the case-study company and has since moved onlive, same build as 2
2current-customer alumniThe prospect used to work at one of the client's current customerslive, top priority, build this first
3engagement overlapThe prospect engages with the same content the client's world doeslive, but routed to playbook-linkedin-engagement
4same metroThe prospect sits in the same city as the client, a named rep, or an upcoming triplive
5shared investor or advisorA common investor, board member or advisor links the two companieslive
mutual connectionA first-degree connection in commondeleted. Do not re-add it, do not prototype it
7event attendeeBoth attended, spoke at or sponsored the same eventlive as a custom scrape every time. There is no reusable recipe and there will not be one
8website visitorThe prospect's company already visited the client's sitelive as a per-client toggle, not a standing integration

Why member 1 was reframed, and why it matters

Member 1 originally meant "overlapped in time with someone on the client's team". That list is always too small, and it never once got run.

Reframed, it means everyone who ever worked at the case-study company and has since moved on — which is a large, buildable list from the same source as member 2.

The general lesson: a warm-intro definition that requires a time overlap between two specific people produces a list too small to campaign on. Widen to "worked there at all, and left" and the same data source suddenly supports a real segment.

2. Output contract

FieldTypeExampleNull?
warm_intro_linestringyou came up through Coca-Cola, who we work with nowyes, ""
warm_intro_memberenumcurrent_customer_alumnino
warm_intro_evidencestring, QA onlyCoca-Cola, Brand Manager, 2018-2021yes

Abstain value: "".

Keep the member field. Seven members share one copy shape, and without it you cannot tell later which angle actually produced replies — which is the only way this family gets narrowed to the two or three members worth keeping.

⛔ Never name a real third party in copy without permission

The line says "who we work with now", not "we work with Coca-Cola"unless the client has explicitly approved naming that customer.

Naming a client's customer in cold email is the client's decision, not yours, and it is the fastest way to turn a clever campaign into an awkward phone call. Default to the unnamed form.

Note this is the same posture playbook-lookalikes takes with case-study companies, for the same reason.

3. Build member 2 first

The source is a people search with a past-company filter set to the client's customer or case-study companies.

What the probe confirmed on 20 rows:

  • a dated matched past experience,
  • a profile URL,
  • a city,
  • and 15 of 20 had moved on — which is the population you actually want.

That last number is the one to plan from. Roughly three quarters of "ever worked there" is "worked there and left", and the rest are current employees who must be excluded (they are the customer's staff, not prospects).

The exclusions this family needs

Inherit them from playbook-linkedin-engagement, because the shape is identical:

  • Drop anyone currently employed by a source company. They work for the client's customer; they are not a warm intro, they are the customer.
  • Never include the client's own domain in the source set. If it appears, the list is wrong — stop.
  • Push the source companies onto the client's do-not-contact list, so this run's exclusions persist into future lanes.

4. Verification

Untested for the line. Sources probed only. See the status box above.

The first person to run a member owes the file: a real fill rate, a graded sample of at least 10 lines, and the member name on every row.

5. Clay implementation

  • clay-table.md — the labelling half as columns.
  • clay-workflow.md — the CLI-buildable version.

6. The line

The line is short, and the copy risk is entirely in what it names, not in how it is written.

Shape: you came up through <former employer>, who we work with now.

Rules:

  • Lowercase first word, no trailing period, no em dashes, under 90 characters.
  • Name the prospect's former employer (a public fact from their own profile) — not the client's customer relationship in identifying detail, unless approved.
  • Never state a date. "In 2018 you were at X" is both creepy and frequently wrong when a profile is imprecise.
  • Never imply you know someone in common unless you do. The deleted mutual-connection member exists as a warning: that claim is unverifiable at scale and reads as a lie when it is wrong.

Verification for this family is source-side, not model-side. The facts come from the prospect's own profile, and the model only phrases them — so the risk is a stale or mismatched profile, which no verifier over your own output can catch. Prefer sources that return a dated experience you can check.

7. Edge cases and failure modes

SymptomCauseFix
The list is tiny and not worth a campaignThe member was defined as a time overlap between two specific peopleWiden to "ever worked there, and has since moved on"
The list is full of the customer's current staffNo current-employment exclusionDrop anyone currently employed by a source company
The client's own employees appearThe client's domain got into the source setStop. The list is wrong
The same people reappear next quarterRow drops only fix this runPush the source companies to the client's DNC list
A client is unhappy that their customer was namedThe line named a real third partyDefault to the unnamed form. Naming is the client's decision
The line states a date that is wrongProfile date ranges are impreciseNever state a date
Replies cannot be attributed to an angleSeven members share one copy fieldKeep warm_intro_member on every row
Someone proposes rebuilding mutual connectionsIt is a deleted memberIt is unverifiable at scale and reads as a lie when wrong. Do not re-add it
An event member becomes a maintenance burdenIt was turned into a standing recipeEvent overlap is a custom scrape every time. That is the decision, not a gap

Hard rules

  • Build member 2 first. It is the only one with a passing source probe and a real population behind it.
  • Never name a client's customer in copy without explicit approval.
  • Never claim a mutual connection.
  • Inherit the source-company exclusions, both halves.
  • No member ships a line until at least 10 rendered lines have been read and graded.

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Other skills for the same job

Different authors, same problem. Matched on the words in the skill name, across every library in the catalogue except this one.

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This page tells you what playbook-warm-intros does and what it needs. Cheetah builds the agent setup it runs inside: data, CRM, sequencing and the guardrails.

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