Product-Led Sales
Scope
Covers
- Designing a product-led sales (PLS) motion: converting self-serve usage into a sales opportunity that can close larger contracts
- Defining product-qualified entities (PQL/PQA), signals, thresholds, scoring, and routing rules
- Designing the sales handoff workflow (alerts, SLAs, dispositions) and a Product↔Sales feedback loop
- Creating a usage-triggered outreach kit (helpful, compliant, not “creepy”)
- Planning instrumentation, reporting, and a pilot-to-scale rollout
When to use
- “We’re PLG/self-serve, but we want to add sales without breaking the low-touch funnel.”
- “Define PQLs/PQAs and the product signals that should trigger outreach.”
- “Create a product-led sales playbook for sales to act on usage signals.”
- “Sales says MQLs are low quality—build a product-qualified pipeline instead.”
- “Design a PLS pilot (routing + SLAs + measurement) before scaling.”
When NOT to use
- You don’t have meaningful activation or self-serve usage yet (fix onboarding/activation first) -> use
user-onboarding or retention-engagement
- You’re pre-product-market-fit and need your first 10 customers via founder-led outreach -> use
founder-sales
- You want a purely enterprise, relationship-led motion with buying committees and procurement -> use
enterprise-sales
- You need a lead qualification or scoring framework without product usage data -> use
sales-qualification
- You need ICP/positioning or pricing/packaging from scratch (do that first, then return)
- You want spammy outreach, deception, or dark patterns (not supported)
- You need legal/privacy/security advice or production data/CRM implementation (coordinate with qualified experts)
Inputs
Minimum required
- Product + model: freemium/trial, typical onboarding path, who uses vs who buys
- ICP/segments: target roles + company types + ACV bands (and which segment is in scope for PLS)
- Objective: conversion to paid, expansion, ACV lift, pipeline creation (pick 1 primary)
- Current funnel baseline: activation rate, trial-to-paid, expansion rate (even rough)
- Usage data reality: what events/attributes exist, and whether you can map users → accounts
- Sales capacity + workflow: SDR/AE/CS roles, SLAs, and where activity is logged (CRM)
- Constraints: regions/compliance, “don’t use these signals,” messaging tone/brand rules
Missing-info strategy
- Ask up to 5 questions from references/INTAKE.md.
- If answers aren’t available, proceed with explicit assumptions and label unknowns in Assumptions & unknowns plus a short Validation plan.
Outputs (deliverables)
Produce a Product-Led Sales Motion Pack in Markdown (in-chat; or as files if requested):
- Context + goal snapshot (segment, objective, success metrics, constraints)
- PLS funnel + ownership map (stages, intervention points, RACI, SLAs)
- PQL/PQA definition + signal spec (signals table, thresholds/scoring, false-positive controls)
- Routing + workflow spec (alerts, assignment rules, CRM fields, dispositions, feedback loop)
- Usage-triggered outreach kit (email templates + call opener + follow-up rules)
- Instrumentation + reporting plan (tracking plan, dashboards, leading indicators)
- Pilot + scale plan (timeline, experiment design, rollout guardrails)
- Risks / Open questions / Next steps (always included)
Templates: references/TEMPLATES.md
Workflow (7 steps)
1) Intake + readiness gate (PLS is a layer, not a substitute)
- Inputs: User context; references/INTAKE.md.
- Actions: Confirm the primary objective and target segment(s). Run a readiness gate: do you have activation/usage depth + identity/account mapping to create reliable signals? Capture constraints (sales capacity, SLA expectations, privacy/compliance).
- Outputs: Context snapshot + readiness verdict (Ready / Needs prerequisites) + assumptions/unknowns.
- Checks: Objective is measurable; segment is explicit; prerequisites and constraints are documented.
2) Map the PLS funnel and decide where sales intervenes
- Inputs: Current PLG funnel, user journey, pricing/packaging, sales coverage model.
- Actions: Map stages from first value → sustained usage → qualification → sales assist → purchase/expansion → onboarding. Pick intervention points where a human can increase deal size or reduce time-to-value, and define guardrails to keep a low-touch path intact.
- Outputs: PLS funnel + intervention points + guardrails + ownership map (RACI).
- Checks: Low-touch conversion path remains viable; ownership is explicit at every stage.
3) Choose the qualified unit (PQL vs PQA) and write the definition
- Inputs: Buyer/user model, account structure, pricing driver (seats/usage).
- Actions: Decide the qualified unit:
- PQL for user-led buying (a user’s intent/need)
- PQA for account-led expansion (account adoption/coordination)
Write a crisp definition: required signals + thresholds + exclusions.
- Outputs: PQL/PQA definition (inclusion/exclusion + examples).
- Checks: Definition is computable from data, not vibes; includes anti-gaming/false-positive controls.
4) Build the signal spec, scoring, and routing/SLA rules
- Inputs: Available events/properties, identity graph, sales capacity, CRM workflow.
- Actions: Create a signal catalog (activation/aha, depth, breadth, integrations, invites, admin actions, billing intent). Set thresholds and scoring, define routing (who gets alerted, when), and specify a triage/holdout path for ambiguous signals.
- Outputs: Signal spec table + scoring model + routing + SLA + disposition taxonomy.
- Checks: Signals map to intent and value potential; routing matches capacity; false positives are addressed.
5) Design the sales workflow and Product↔Sales feedback loop
- Inputs: Sales roles, CRM fields, enablement constraints.
- Actions: Define the operational workflow: alert delivery, assignment rules, what context reps see, required actions, logging, dispositions, and a weekly tuning loop with Product/RevOps to improve signals and messaging.
- Outputs: Workflow spec + RACI + weekly review agenda.
- Checks: Every alert has a next best action; outcomes are measurable and feed back into tuning.
6) Create the usage-triggered outreach kit (helpful, not creepy)
- Inputs: Use case narrative, common objections, signal context.
- Actions: Write email templates that reference helpful context (“noticed you’re setting up X”) without surveillance language. Provide variants for early vs high intent. Add a call opener + discovery prompts anchored to the user’s likely goal.
- Outputs: Outreach kit (emails + call opener + follow-up rules).
- Checks: One clear ask per message; tone is respectful/compliant; personalization uses only approved signals.
7) Pilot, measure, iterate, and scale
- Inputs: Draft pack; baseline metrics; pilot constraints.
- Actions: Propose a pilot (segment + duration + sample size), define success metrics and leading indicators (time-to-first-touch, meeting rate, conversion, expansion, retention). Run references/CHECKLISTS.md and score with references/RUBRIC.md. Finalize with Risks / Open questions / Next steps and a rollout plan.
- Outputs: Final Product-Led Sales Motion Pack + pilot/measurement plan.
- Checks: Pilot is bounded; dashboards are specified; iteration cadence is scheduled and owned.
Quality gate (required)
- Use references/CHECKLISTS.md and references/RUBRIC.md.
- Always include: Risks, Open questions, Next steps.
Anti-patterns
Avoid these common failure modes when producing a Product-Led Sales Motion Pack:
- Treating every signup as a PQL — Defining product-qualified leads so broadly that sales gets flooded with low-intent users. PQL/PQA definitions must have exclusion criteria and false-positive controls, not just inclusion signals.
- ”Creepy” outreach — Referencing internal usage data in ways that feel like surveillance (“We noticed you logged in 47 times this week”). Outreach must be helpful and reference only approved, user-facing signals.
- Breaking the self-serve path — Forcing all users into a sales conversation. The low-touch conversion funnel must remain intact. PLS is a layer on top, not a replacement for self-serve.
- Scoring without instrumentation — Building an elaborate PQL scoring model on data you do not actually collect. The signal spec must be grounded in available events, with an instrumentation plan for gaps.
- Shipping without a pilot — Rolling out PLS signals and routing to the full user base without a bounded pilot. Start with one segment, measure, tune thresholds, and only then scale.
Examples
Example 1 (trial to sales assist):
“Use product-led-sales. We’re a B2B analytics tool with a 14-day trial. We get lots of signups but low trial-to-paid. We have usage events and can map users to companies via email domain. Sales: 2 SDRs + 2 AEs. Output: a Product-Led Sales Motion Pack with a PQL definition, routing rules, outreach emails, and a 4-week pilot plan.”
Example 2 (expansion via PQA):
“Use product-led-sales. We’re seat-based SaaS. Teams start self-serve at $20/seat but we want to land-and-expand into 100+ seat contracts. We can detect invites, admin setup, and integration activation. Output: a Motion Pack that defines PQAs, scoring, and a sales workflow + outreach kit for expansion.”
Boundary example (redirect to founder-sales):
“We just launched our product and have 20 signups but no paying customers yet. Help me sell to them.”
Response: With only 20 signups and no paying customers, you are in founder-led sales mode, not product-led sales. Use founder-sales to build an ICP wedge, diagnostic discovery script, and outreach kit for your first customers. Return here once you have meaningful self-serve usage patterns to analyze.
Boundary example (redirect to enterprise-sales):
“We have a $150K deal in flight with a buying committee. The VP of Engineering is our champion but procurement is stalling.”
Response: This is an active enterprise deal execution problem with a buying committee and procurement process. Use enterprise-sales for buying committee mapping, champion enablement, and procurement/security project management. Product-led sales is about designing the motion that creates pipeline, not closing individual enterprise deals.
Anti-pattern example:
“Write a generic cold outbound sequence for any product and send it to 50,000 people.”
Response: This skill is usage-signal-driven and must be targeted and compliant. Request product + ICP + available signals and produce a small, testable sequence and pilot instead.
1---2name: product-led-sales3description: Create a Product-Led Sales Pack (PQL/PQA definition, usage-signal routing, outreach playbook).4---56# Product-Led Sales78## Scope910**Covers**11- Designing a **product-led sales (PLS)** motion: converting self-serve usage into a sales opportunity that can close larger contracts12- Defining **product-qualified** entities (PQL/PQA), signals, thresholds, scoring, and routing rules13- Designing the sales handoff workflow (alerts, SLAs, dispositions) and a Product↔Sales feedback loop14- Creating a usage-triggered outreach kit (helpful, compliant, not “creepy”)15- Planning instrumentation, reporting, and a pilot-to-scale rollout1617**When to use**18- “We’re PLG/self-serve, but we want to add sales without breaking the low-touch funnel.”19- “Define PQLs/PQAs and the product signals that should trigger outreach.”20- “Create a product-led sales playbook for sales to act on usage signals.”21- “Sales says MQLs are low quality—build a product-qualified pipeline instead.”22- “Design a PLS pilot (routing + SLAs + measurement) before scaling.”2324**When NOT to use**25- You don’t have meaningful activation or self-serve usage yet (fix onboarding/activation first) -> use `user-onboarding` or `retention-engagement`26- You’re pre-product-market-fit and need your first 10 customers via founder-led outreach -> use `founder-sales`27- You want a purely enterprise, relationship-led motion with buying committees and procurement -> use `enterprise-sales`28- You need a lead qualification or scoring framework without product usage data -> use `sales-qualification`29- You need ICP/positioning or pricing/packaging from scratch (do that first, then return)30- You want spammy outreach, deception, or dark patterns (not supported)31- You need legal/privacy/security advice or production data/CRM implementation (coordinate with qualified experts)3233## Inputs3435**Minimum required**36- Product + model: freemium/trial, typical onboarding path, who uses vs who buys37- ICP/segments: target roles + company types + ACV bands (and which segment is in scope for PLS)38- Objective: conversion to paid, expansion, ACV lift, pipeline creation (pick 1 primary)39- Current funnel baseline: activation rate, trial-to-paid, expansion rate (even rough)40- Usage data reality: what events/attributes exist, and whether you can map users → accounts41- Sales capacity + workflow: SDR/AE/CS roles, SLAs, and where activity is logged (CRM)42- Constraints: regions/compliance, “don’t use these signals,” messaging tone/brand rules4344**Missing-info strategy**45- Ask up to 5 questions from [references/INTAKE.md](references/INTAKE.md).46- If answers aren’t available, proceed with explicit assumptions and label unknowns in **Assumptions & unknowns** plus a short **Validation plan**.4748## Outputs (deliverables)4950Produce a **Product-Led Sales Motion Pack** in Markdown (in-chat; or as files if requested):51521) **Context + goal snapshot** (segment, objective, success metrics, constraints)532) **PLS funnel + ownership map** (stages, intervention points, RACI, SLAs)543) **PQL/PQA definition + signal spec** (signals table, thresholds/scoring, false-positive controls)554) **Routing + workflow spec** (alerts, assignment rules, CRM fields, dispositions, feedback loop)565) **Usage-triggered outreach kit** (email templates + call opener + follow-up rules)576) **Instrumentation + reporting plan** (tracking plan, dashboards, leading indicators)587) **Pilot + scale plan** (timeline, experiment design, rollout guardrails)598) **Risks / Open questions / Next steps** (always included)6061Templates: [references/TEMPLATES.md](references/TEMPLATES.md)6263## Workflow (7 steps)6465### 1) Intake + readiness gate (PLS is a layer, not a substitute)66- **Inputs:** User context; [references/INTAKE.md](references/INTAKE.md).67- **Actions:** Confirm the primary objective and target segment(s). Run a readiness gate: do you have activation/usage depth + identity/account mapping to create reliable signals? Capture constraints (sales capacity, SLA expectations, privacy/compliance).68- **Outputs:** Context snapshot + readiness verdict (Ready / Needs prerequisites) + assumptions/unknowns.69- **Checks:** Objective is measurable; segment is explicit; prerequisites and constraints are documented.7071### 2) Map the PLS funnel and decide where sales intervenes72- **Inputs:** Current PLG funnel, user journey, pricing/packaging, sales coverage model.73- **Actions:** Map stages from first value → sustained usage → qualification → sales assist → purchase/expansion → onboarding. Pick intervention points where a human can increase deal size or reduce time-to-value, and define guardrails to keep a low-touch path intact.74- **Outputs:** PLS funnel + intervention points + guardrails + ownership map (RACI).75- **Checks:** Low-touch conversion path remains viable; ownership is explicit at every stage.7677### 3) Choose the qualified unit (PQL vs PQA) and write the definition78- **Inputs:** Buyer/user model, account structure, pricing driver (seats/usage).79- **Actions:** Decide the qualified unit:80 - **PQL** for user-led buying (a user’s intent/need)81 - **PQA** for account-led expansion (account adoption/coordination)82 Write a crisp definition: required signals + thresholds + exclusions.83- **Outputs:** PQL/PQA definition (inclusion/exclusion + examples).84- **Checks:** Definition is computable from data, not vibes; includes anti-gaming/false-positive controls.8586### 4) Build the signal spec, scoring, and routing/SLA rules87- **Inputs:** Available events/properties, identity graph, sales capacity, CRM workflow.88- **Actions:** Create a signal catalog (activation/aha, depth, breadth, integrations, invites, admin actions, billing intent). Set thresholds and scoring, define routing (who gets alerted, when), and specify a triage/holdout path for ambiguous signals.89- **Outputs:** Signal spec table + scoring model + routing + SLA + disposition taxonomy.90- **Checks:** Signals map to intent and value potential; routing matches capacity; false positives are addressed.9192### 5) Design the sales workflow and Product↔Sales feedback loop93- **Inputs:** Sales roles, CRM fields, enablement constraints.94- **Actions:** Define the operational workflow: alert delivery, assignment rules, what context reps see, required actions, logging, dispositions, and a weekly tuning loop with Product/RevOps to improve signals and messaging.95- **Outputs:** Workflow spec + RACI + weekly review agenda.96- **Checks:** Every alert has a next best action; outcomes are measurable and feed back into tuning.9798### 6) Create the usage-triggered outreach kit (helpful, not creepy)99- **Inputs:** Use case narrative, common objections, signal context.100- **Actions:** Write email templates that reference helpful context (“noticed you’re setting up X”) without surveillance language. Provide variants for early vs high intent. Add a call opener + discovery prompts anchored to the user’s likely goal.101- **Outputs:** Outreach kit (emails + call opener + follow-up rules).102- **Checks:** One clear ask per message; tone is respectful/compliant; personalization uses only approved signals.103104### 7) Pilot, measure, iterate, and scale105- **Inputs:** Draft pack; baseline metrics; pilot constraints.106- **Actions:** Propose a pilot (segment + duration + sample size), define success metrics and leading indicators (time-to-first-touch, meeting rate, conversion, expansion, retention). Run [references/CHECKLISTS.md](references/CHECKLISTS.md) and score with [references/RUBRIC.md](references/RUBRIC.md). Finalize with **Risks / Open questions / Next steps** and a rollout plan.107- **Outputs:** Final Product-Led Sales Motion Pack + pilot/measurement plan.108- **Checks:** Pilot is bounded; dashboards are specified; iteration cadence is scheduled and owned.109110## Quality gate (required)111- Use [references/CHECKLISTS.md](references/CHECKLISTS.md) and [references/RUBRIC.md](references/RUBRIC.md).112- Always include: **Risks**, **Open questions**, **Next steps**.113114## Anti-patterns115116Avoid these common failure modes when producing a Product-Led Sales Motion Pack:1171181. **Treating every signup as a PQL** — Defining product-qualified leads so broadly that sales gets flooded with low-intent users. PQL/PQA definitions must have exclusion criteria and false-positive controls, not just inclusion signals.1192. **”Creepy” outreach** — Referencing internal usage data in ways that feel like surveillance (“We noticed you logged in 47 times this week”). Outreach must be helpful and reference only approved, user-facing signals.1203. **Breaking the self-serve path** — Forcing all users into a sales conversation. The low-touch conversion funnel must remain intact. PLS is a layer on top, not a replacement for self-serve.1214. **Scoring without instrumentation** — Building an elaborate PQL scoring model on data you do not actually collect. The signal spec must be grounded in available events, with an instrumentation plan for gaps.1225. **Shipping without a pilot** — Rolling out PLS signals and routing to the full user base without a bounded pilot. Start with one segment, measure, tune thresholds, and only then scale.123124## Examples125126**Example 1 (trial to sales assist):**127“Use `product-led-sales`. We’re a B2B analytics tool with a 14-day trial. We get lots of signups but low trial-to-paid. We have usage events and can map users to companies via email domain. Sales: 2 SDRs + 2 AEs. Output: a Product-Led Sales Motion Pack with a PQL definition, routing rules, outreach emails, and a 4-week pilot plan.”128129**Example 2 (expansion via PQA):**130“Use `product-led-sales`. We’re seat-based SaaS. Teams start self-serve at $20/seat but we want to land-and-expand into 100+ seat contracts. We can detect invites, admin setup, and integration activation. Output: a Motion Pack that defines PQAs, scoring, and a sales workflow + outreach kit for expansion.”131132**Boundary example (redirect to founder-sales):**133“We just launched our product and have 20 signups but no paying customers yet. Help me sell to them.”134Response: With only 20 signups and no paying customers, you are in founder-led sales mode, not product-led sales. Use `founder-sales` to build an ICP wedge, diagnostic discovery script, and outreach kit for your first customers. Return here once you have meaningful self-serve usage patterns to analyze.135136**Boundary example (redirect to enterprise-sales):**137“We have a $150K deal in flight with a buying committee. The VP of Engineering is our champion but procurement is stalling.”138Response: This is an active enterprise deal execution problem with a buying committee and procurement process. Use `enterprise-sales` for buying committee mapping, champion enablement, and procurement/security project management. Product-led sales is about designing the motion that creates pipeline, not closing individual enterprise deals.139140**Anti-pattern example:**141“Write a generic cold outbound sequence for any product and send it to 50,000 people.”142Response: This skill is usage-signal-driven and must be targeted and compliant. Request product + ICP + available signals and produce a small, testable sequence and pilot instead.