PANT Market Sizing Review
Purpose
Test whether a market estimate is defined, reproducible, appropriately bounded, sensitive to uncertain inputs, and useful for the decision. Prevent large numbers and false precision from substituting for reachable demand.
When to Use
Use for TAM/SAM/SOM slides, market opportunity memos, segment estimates, new-market proposals, investor or executive questions, and estimates used to justify strategy or investment.
When Not to Use
Use pant-business-case-review when the core decision is investment return. Use pant-strategy-review when the issue is where and how to compete. Do not use for broad competitive research without a sizing claim.
Supported Modes and Entry Paths
- Feedback: Apply shared feedback mode and the sizing output.
- Dialogue: Ask one assumption or decision question at a time.
- Direct: Recalculate conceptually from supplied definitions, sources, and formulas without intake.
- Guided: Teach market definition, reachability, triangulation, and sensitivity one step at a time.
- Best effort: Preserve unknowns, label provisional ranges, and never invent missing data.
Decision Being Prepared For
Prepare a decision about whether a market or segment is large and reachable enough to justify discovery, investment, entry, expansion, or continued pursuit.
Typical Audiences
Executives, founders, product and strategy leaders, investment committees, boards, finance partners, and go-to-market leaders.
Inputs
Best input includes the estimate, market definition, customer unit, geography, time period, sources and dates, formulas, segment filters, price, channel reach, conversion, capacity, and intended decision. Minimum input is a claimed market number and its use.
Direct example:
Use pant-market-sizing-review to test this TAM/SAM/SOM slide. Reconstruct the assumptions, challenge reachability and false precision, and show which input most affects the decision.
Sparse example:
We said the market is $5 billion because an analyst report says so. Help me make this credible.
Quick Start
- Name the decision and the market definition.
- Read market-sizing decision logic.
- Reconstruct the estimate from units, filters, rates, prices, reach, and time.
- Compare top-down and bottom-up logic where available.
- Test sensitivity and say what the estimate can and cannot support.
Review Workflow
- Name the decision. A number without a decision is decoration.
- Define the market. Specify customer, job or need, buyer, geography, constraints, and period.
- Trace provenance. Record source, date, definition, independence, and transformations.
- Reconstruct the math. Make units, populations, filters, rates, prices, and timing visible.
- Test reachability. Separate total demand from eligible, reachable, winnable, and serviceable buyers.
- Test execution constraints. Include channel, sales capacity, adoption time, implementation burden, and retention where material.
- Triangulate. Compare independent top-down, bottom-up, and observed evidence without averaging incompatible estimates.
- Run sensitivity. Identify which uncertain inputs reverse or materially change the decision.
- Match precision to evidence. Prefer honest ranges over spurious exactness.
- Issue a contextual verdict. State which decision the estimate can responsibly inform.
Dialogue Protocol
Start with the definition or assumption most likely to change the decision. Use each answer to update the estimate's credibility. At higher pressure, challenge denominator shopping and reachability without insisting on unknowable certainty. Honor bundled dialogue and coaching controls.
Output
Use shared feedback order and add a Market estimate brief:
- Decision, definition, unit, geography, and period
- Reconstructed formulas and source provenance
- TAM, eligible/serviceable, reachable, and plausible obtainable ranges
- Top-down and bottom-up comparison
- Channel, capacity, conversion, price, adoption, and timing assumptions
- Sensitivity table and decision-reversing inputs
- What the estimate supports and does not support
- Contextual readiness verdict
Use template.md for the reusable artifact.
Failure Modes
- Multiplying unrelated percentages against a huge denominator
- Treating analyst categories as the actual reachable market
- Confusing users, buyers, beneficiaries, accounts, seats, and revenue
- Applying price to every theoretical unit
- Ignoring channel, capacity, adoption, timing, or retention
- Averaging incompatible estimates to create false confidence
- Reporting precise figures from weak or stale inputs
- Letting market size decorate a decision it cannot support
Evaluation Requirements
Evaluate correct and neighboring triggers; top-down and bottom-up estimates; provenance; unit consistency; reachability; price, conversion, capacity, timing, sensitivity, false precision, strong-estimate control, modes, entry paths, persuasion, and contextual verdicts.
Supporting Files
- Market-sizing template
- Market-sizing decision logic
- Sources and adaptations
- Bundled runtime contract
- Worked example
- Weak example
Provenance
Informed by PANT's Phase 0 synthesis and standard top-down, bottom-up, reachability, and sensitivity principles. No proprietary market-sizing method is reproduced.
1---2name: pant-market-sizing-review3description: Pressure-test TAM, SAM, SOM, and other market estimates. Use for market definition, segmentation, provenance, reachability, pricing, conversion, timing, sensitivity, and decision relevance; not generic market research.4license: CC-BY-NC-SA-4.05---67# PANT Market Sizing Review89## Purpose1011Test whether a market estimate is defined, reproducible, appropriately bounded, sensitive to uncertain inputs, and useful for the decision. Prevent large numbers and false precision from substituting for reachable demand.1213## When to Use1415Use for TAM/SAM/SOM slides, market opportunity memos, segment estimates, new-market proposals, investor or executive questions, and estimates used to justify strategy or investment.1617## When Not to Use1819Use `pant-business-case-review` when the core decision is investment return. Use `pant-strategy-review` when the issue is where and how to compete. Do not use for broad competitive research without a sizing claim.2021## Supported Modes and Entry Paths2223- **Feedback:** Apply shared feedback mode and the sizing output.24- **Dialogue:** Ask one assumption or decision question at a time.25- **Direct:** Recalculate conceptually from supplied definitions, sources, and formulas without intake.26- **Guided:** Teach market definition, reachability, triangulation, and sensitivity one step at a time.27- **Best effort:** Preserve unknowns, label provisional ranges, and never invent missing data.2829## Decision Being Prepared For3031Prepare a decision about whether a market or segment is large and reachable enough to justify discovery, investment, entry, expansion, or continued pursuit.3233## Typical Audiences3435Executives, founders, product and strategy leaders, investment committees, boards, finance partners, and go-to-market leaders.3637## Inputs3839Best input includes the estimate, market definition, customer unit, geography, time period, sources and dates, formulas, segment filters, price, channel reach, conversion, capacity, and intended decision. Minimum input is a claimed market number and its use.4041Direct example:4243> Use `pant-market-sizing-review` to test this TAM/SAM/SOM slide. Reconstruct the assumptions, challenge reachability and false precision, and show which input most affects the decision.4445Sparse example:4647> We said the market is $5 billion because an analyst report says so. Help me make this credible.4849## Quick Start50511. Name the decision and the market definition.522. Read [market-sizing decision logic](references/market-sizing-decision-logic.md).533. Reconstruct the estimate from units, filters, rates, prices, reach, and time.544. Compare top-down and bottom-up logic where available.555. Test sensitivity and say what the estimate can and cannot support.5657## Review Workflow58591. **Name the decision.** A number without a decision is decoration.602. **Define the market.** Specify customer, job or need, buyer, geography, constraints, and period.613. **Trace provenance.** Record source, date, definition, independence, and transformations.624. **Reconstruct the math.** Make units, populations, filters, rates, prices, and timing visible.635. **Test reachability.** Separate total demand from eligible, reachable, winnable, and serviceable buyers.646. **Test execution constraints.** Include channel, sales capacity, adoption time, implementation burden, and retention where material.657. **Triangulate.** Compare independent top-down, bottom-up, and observed evidence without averaging incompatible estimates.668. **Run sensitivity.** Identify which uncertain inputs reverse or materially change the decision.679. **Match precision to evidence.** Prefer honest ranges over spurious exactness.6810. **Issue a contextual verdict.** State which decision the estimate can responsibly inform.6970## Dialogue Protocol7172Start with the definition or assumption most likely to change the decision. Use each answer to update the estimate's credibility. At higher pressure, challenge denominator shopping and reachability without insisting on unknowable certainty. Honor bundled dialogue and coaching controls.7374## Output7576Use shared feedback order and add a **Market estimate brief**:7778- Decision, definition, unit, geography, and period79- Reconstructed formulas and source provenance80- TAM, eligible/serviceable, reachable, and plausible obtainable ranges81- Top-down and bottom-up comparison82- Channel, capacity, conversion, price, adoption, and timing assumptions83- Sensitivity table and decision-reversing inputs84- What the estimate supports and does not support85- Contextual readiness verdict8687Use [template.md](template.md) for the reusable artifact.8889## Failure Modes9091- Multiplying unrelated percentages against a huge denominator92- Treating analyst categories as the actual reachable market93- Confusing users, buyers, beneficiaries, accounts, seats, and revenue94- Applying price to every theoretical unit95- Ignoring channel, capacity, adoption, timing, or retention96- Averaging incompatible estimates to create false confidence97- Reporting precise figures from weak or stale inputs98- Letting market size decorate a decision it cannot support99100## Evaluation Requirements101102Evaluate correct and neighboring triggers; top-down and bottom-up estimates; provenance; unit consistency; reachability; price, conversion, capacity, timing, sensitivity, false precision, strong-estimate control, modes, entry paths, persuasion, and contextual verdicts.103104## Supporting Files105106- [Market-sizing template](template.md)107- [Market-sizing decision logic](references/market-sizing-decision-logic.md)108- [Sources and adaptations](references/sources.md)109- [Bundled runtime contract](references/runtime/antagonist-contract.md)110- [Worked example](examples/worked-example.md)111- [Weak example](examples/weak-example.md)112113## Provenance114115Informed by PANT's Phase 0 synthesis and standard top-down, bottom-up, reachability, and sensitivity principles. No proprietary market-sizing method is reproduced.