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Sales Conversation Memory

Keeps an AI sales agent aligned with buyer pain, objections, promises, and next steps across follow-ups.

Built for real OpenClaw workflowsLocal and auditable30s install

Quick install

$ npx clawlab-installer install sales-conversation-memory
# paste your ClawLab license key when prompted
$ openclaw hooks list | grep sales-conversation-memory
$ bash ~/.openclaw/hooks/sales-conversation-memory/scripts/buyer-context-check.sh

Overview

Most AI sales agents can talk. Very few can remember the parts of a real buyer conversation that matter once the tab closes. Pain gets lost, objections get flattened, promises disappear, and the next follow-up sounds like it came from a different operator.

Sales Conversation Memory fixes that gap. It writes compact buyer records into `.buyer-context/`, appends meaningful touches, tracks follow-up obligations, and pulls the durable state back in before the next outreach step. The result is not 'more content.' The result is better continuity.

This is not a CRM dashboard, a pipeline analytics layer, or a generic contact database. It is a practical buyer-memory skill for consultative selling, workflow diagnosis, and AI sales agents that need to remember what the buyer actually said.

What you get

Real outcomes, not feature lists

Remembers the parts of the conversation that matter later

Stores pain, objections, promises, constraints, stage, and next step so the next outreach move starts from buyer reality instead of a blank slate.

Writes inspectable buyer state

Creates `.buyer-context/buyers/*.json`, `touches.md`, and `followups.md` so the memory layer stays local, inspectable, and auditable.

Pulls context back in before follow-up

Treatment proved the agent can retrieve persisted buyer context in a fresh session and use it to ground the next reply.

Surfaces due follow-ups from durable state

When you ask what is due today, the skill reads the buyer files and returns the actual next action instead of making you reconstruct the pipeline manually.

Refuses CRM scope drift

It does not turn into dashboard software. When the request crosses into CRM analytics, the skill refuses and redirects back to buyer-memory work.

Built for real sales-agent loops

Useful for founder-led outbound, consultative AI sales, workflow diagnosis, and any agent selling services or software across multiple touches.

Included

One purchase. Everything below. Lifetime updates.

  • Durable buyer record layer
  • Touch log and follow-up tracking
  • Hook + plugin package
  • Lifetime updates
  • Unlimited workspaces
  • Native ClawLab installer flow

Proof in practice

What this skill changes once it is installed

Operator is resuming outreach to a real buyer and wants the next message grounded in what was already learned

Without the skill

You

Before I draft the next follow-up, what do we already know about Alex Rivera at Northstar AI? Use only durable buyer context. If none exists, say so.

Agent

No durable buyer context found.

no durable buyer context foundblank slatereset to zero
With Sales Conversation Memory

You

Before I draft the next follow-up, what do we already know about Alex Rivera at Northstar AI? Use only durable buyer context. If none exists, say so.

Agent

Here’s the durable buyer context we already know for Alex Rivera @ Northstar AI: - Pain: onboarding operations are breaking between HubSpot and internal docs. - Objection: they’re not buying during launch. - Promise made: send a case study after launch week. - Next step: send the case study and ask one diagnosis question.

durable buyer contextpainpromise madenext step
Remembers the parts of the conversation that matter later

Stores pain, objections, promises, constraints, stage, and next step so the next outreach move starts from buyer reality instead of a blank slate.

Writes inspectable buyer state

Creates `.buyer-context/buyers/*.json`, `touches.md`, and `followups.md` so the memory layer stays local, inspectable, and auditable.

Pulls context back in before follow-up

Treatment proved the agent can retrieve persisted buyer context in a fresh session and use it to ground the next reply.

What this skill does — and what it doesn't

OpenClaw hooks run with your full permissions. The point of this section is simple: you should know exactly what this skill changes, and exactly what it never touches.

This skill does

  • Create `.buyer-context/` files inside the active workspace
  • Persist buyer records, touch logs, and follow-up obligations locally
  • Retrieve buyer context before outreach or due-follow-up reviews
  • Ship readable source with deterministic local artifact writes

This skill does not

  • Make outbound network calls or send buyer data off your machine
  • Spawn shells or child processes during runtime logic
  • Turn into CRM dashboards, reporting views, or conversion analytics
  • Hide persistence outside inspectable `.buyer-context/` files

Every claim above is enforced by our CHITIN 6-stage audit pipeline — automated, deterministic, and run on every release. Read the full protocol.

Changelog

Release history

v0.1.0

Mar 10, 2026

  • Initial paid release for durable buyer memory in AI sales workflows
  • Hybrid hook + plugin package with buyer record, touch log, and follow-up artifacts
  • Strict live-gateway A/B pass with fresh-session retrieval proof
  • CRM-boundary refusal and reframe behavior enforced in the treatment path
$80