Moore Positioning Findings - AFPS Tracker
Stage 2 framework-findings review page for /positioning research/afps-tracker. This is framework 3 of 3 in the approved set (jtbd-positioning → strategic-canvas → moore-positioning). It compresses the JTBD job frame and the strategic-canvas value curve into a single Geoffrey Moore positioning statement, then exposes exactly which elements are evidenced vs hypothesized so synthesis knows what to validate. This is explicitly a positioning hypothesis, not a declaration. No canonical positioning artifact is written yet; this is the last per-framework intermediate awaiting approval before synthesis.
Page Amended updated
This rolling positioning page previously held the strategic-canvas findings (framework 2 of 3). That review was approved (compiled YAML, approval_status: ready-for-agent-review); its intermediate research/afps-tracker/positioning-strategic-canvas.md has been written canonical, the working packet was archived to docs/history/archive/2026-06-29/111702/, and a snapshot of the strategic-canvas review page is preserved there. The page is now amended to present the moore-positioning findings (framework 3 of 3) for review. Both prior intermediates (positioning-jtbd-positioning.md, positioning-strategic-canvas.md) remain canonical inputs here; nothing about those approvals is undone.
What changed since the prior page: entirely new framework content (the Moore template, per-element evidence mapping, weakest-link analysis, two alternative hypotheses, validation plan), a new confidence chart, and a fresh review/gate set. Prior strategic-canvas gate decisions live in the archived snapshot, not on this page.
Research Scope & Loop State
The framework-selection gate was approved earlier (compiled YAML, approval_status: ready-for-agent-review) — that is the Stage-1 scope approval for the whole selected set, so moore-positioning enters directly at its research stage. Frameworks 1 (jtbd-positioning) and 2 (strategic-canvas) are complete and their intermediates are written; this session ran the final pending framework, moore-positioning, inline.
exec-loop-tracker and execution tracking excluded.icp.md, competitive-analysis.md, journey-map.md, and the two prior intermediates positioning-jtbd-positioning.md + positioning-strategic-canvas.md.research/afps-tracker/_working/preliminary-moore-positioning-research.md (non-canonical; rendered in full below)./positioning --synthesize).Primary Positioning Hypothesis
The Geoffrey Moore “Crossing the Chasm” template, filled from approved evidence. Each blank is graded for evidence quality in the next section.
rg + alignment/index.html + asking an AI agent to re-read the repo (and unlike generic PM/workspaces, which require duplicated state)product_paths[], pipeline stage, alignment-approval YAML, evidence refs) and stays subordinate to canonical truth — delivering navigability with source fidelity, the one combination none of those alternatives provides.Compressed claim: AFPS Tracker is the passive, source-of-truth-preserving way to stay in command of a multi-branch AI research portfolio — navigable like a board, faithful like the files.
Evidence Mapping
Confidence per template element. The chart shows relative evidence strength; the full status + source table follows (open with “View as table”).
| Element | Content | Status | Evidence Source | Confidence |
|---|---|---|---|---|
| Target customers | AFPS power users / AI-workflow operators running multi-branch repo-local research discovery (buyer = user). | Evidenced | icp.md canonical primary ICP & prioritization matrix; jtbd hire-event | High |
| Statement of need | Cannot cheaply reconstruct scattered portfolio state after restart / compaction / handoff / “why is this here?”. | Evidenced | icp.md Pain Map & Trigger Events; journey-map Trigger/Critical Moments; jtbd Job Statement | High |
| Market category | “Source-native research-workflow state map” — a new subcategory; no public category term exists. | Hypothesized | strategic-canvas Category Impact (“no category fits”); competitive “no validated direct public competitor”; interrogation provisional label | Low–Medium |
| Key benefit | Trust-preserving legibility: instant, verifiable command of branch state with zero duplicate entry, nothing mutated. | Evidenced (outcome) / Hypothesized (sufficiency) | jtbd Desired Outcome & Position; journey-map Aha; strategic-canvas Raise | Medium–High |
| Competitive alternative | Native files + editor/rg + alignment/index.html + AI-agent re-reads (the manual reconstruction bundle). | Evidenced | competitive Executive Synthesis (“the most important competitor is not a vendor”); jtbd Habit force; icp.md Alternatives | High |
| Primary differentiation | AFPS-native object model + per-claim source/approval provenance + non-destructive reads = navigability with source fidelity. | Evidenced (design) / Provisional (uncontested) | strategic-canvas Create/Raise + blue-ocean gap; competitive market gaps #1–#3; jtbd Winning Dimensions | Medium–High |
Status key: Evidenced = directly supported by approved research artifacts; Hypothesized = reasonable inference, not directly confirmed; Unvalidated = assertion without supporting evidence.
Weakest Link Analysis
Weakest element: Market category
- Why it’s weak. Moore’s template treats category as the frame buyers use to find and evaluate a product. Here there is no established category and no search term: the canvas concluded “no existing category cleanly fits,” competitive analysis found no validated public AFPS-native competitor, and Stage-0 interrogation could only offer a provisional internal label (“AFPS workflow-state tracker”). A position whose category is invented is hard to discover and easy to mis-evaluate.
- What would change if wrong. If buyers reach for an existing frame (generic PM, research repository, agent memory) the product gets compared on that frame’s terms — breadth, collaboration, execution — exactly the red-ocean axes where the deliberate “Low” scores read as missing features instead of discipline. Mis-framing turns the wedge into a weakness.
- Evidence needed. Discovery interviews on the words operators actually use for this pain; whether they expect a “tool” at all or treat it as a native-files problem; whether a borrowed anchor (“portfolio tracker for AI research workflows”) aids comprehension without inviting PM expectations.
- Cost of being wrong. High for go-to-market (invisible or mis-shelved); moderate for the product itself (the differentiator still holds even if the label changes).
Second weakest: existence + urgency of the target/need at scale
Not a template-wording problem but the deepest risk. The target customer and need are well-evidenced from artifacts but not user-tested: whether AFPS operators exist beyond dogfooding, and whether multi-path pain clears the bar to fire free native files, remains the existential open question (icp.md, journey-map, jtbd all flag it; WTP unproven).
Category-label alternatives considered (within this element)
| Candidate category label | Pro | Con |
|---|---|---|
| Source-native research-workflow state map (chosen) | Names the exact wedge; honest to the canvas finding | No existing demand / search term; must be taught |
| Portfolio tracker for AI research workflows | Borrows a familiar “tracker / portfolio” anchor | Invites generic-PM comparison where breadth / collab are expected |
| AI research-workflow control plane / agent memory | Rides “context loss” language operators already use | Reframes toward execution / agent-control (Runshift territory), out of scope |
| Repo-native decision-provenance layer | Leads with the defensible provenance strength | Over-weights the social / provenance facet jtbd marks secondary |
Validation Needs
| Element | Validation Method | Priority |
|---|---|---|
| Market category | Discovery interviews on operator vocabulary; test borrowed-anchor vs invented-category comprehension; smoke-test framing | High |
| Target customers | Customer discovery: do AFPS-style multi-branch operators exist beyond dogfooding and how reachable | High |
| Statement of need | Measure reconstruction-time baseline; confirm multi-path sprawl is the urgency threshold (design-partner / dogfood logs) | High |
| Key benefit + differentiation | Prototype source-linked read-through on a real AFPS repo: does navigability + verifiability beat native files | High |
| Competitive alternative | Confirm operators actually default to the native-files bundle (vs already living in an agent) | Medium |
| Differentiation defensibility | Parser-fidelity audit across AFPS artifact versions; recheck for any AFPS-native tool | Medium |
Alternative Hypotheses Considered
Alternative 1: Studio / consultant decision-provenance frame
Why considered: strongest adjacent WTP (business budget, billable-time logic); provenance is a real social facet of the job. Why not preferred: studios are the adjacent ICP, not the approved primary; AFPS adoption among them is unproven; it over-weights the provenance/social facet jtbd explicitly marks secondary, pulling toward a client-reporting tool and away from the individual-operator wedge.
Alternative 2: Agent re-grounding / persistent-memory frame
Why considered: matches operator “context loss / keeping up with AI speed” language; the agent-re-grounding job is a genuine functional facet. Why not preferred: reframes the product as agent memory / control plane (Runshift territory), which jtbd and competitive analysis place out of approved scope; it inverts the human-legibility anchor and trades a clear wedge for a crowded execution-adjacent one. Keep as latent expansion, not the headline.
Evidence Matrix
| Claim | Evidence Source | Type | Inference | Confidence | Assumption Status |
|---|---|---|---|---|---|
| The primary target is the individual AFPS multi-branch operator (buyer=user). | icp.md canonical ICP & prioritization matrix | Approved research | Selected over studio/founder segments by approved verdict | High | Evidence-backed |
| The need is trust-preserving reconstruction of scattered branch state at a sprawl threshold. | icp.md Pain Map; journey-map Trigger; jtbd Job Statement | Approved synthesis | Three artifacts name the same hire event | High | Evidence-backed |
| The real competitive alternative is the manual native-files bundle, not a vendor. | competitive Executive Synthesis; jtbd Habit | Approved synthesis | “Most important competitor is not a vendor” | High | Evidence-backed |
| The differentiator is navigability × source-fidelity × verifiability (a blue-ocean gap). | strategic-canvas value curve; competitive gaps #1–#3 | Approved synthesis | No player holds both halves | Medium-High | Inferred (absence of evidence) |
| No established market category exists; the category must be taught or borrowed. | strategic-canvas Category Impact; competitive landscape; interrogation | Approved synthesis | No public category/competitor found | Medium | Provisional absence-of-evidence |
| The key benefit (instant verifiable command, zero duplicate entry) is the desired outcome. | jtbd Desired Outcome; journey-map Aha | Approved synthesis | Outcome is evidenced; sufficiency to switch is not | Medium-High | Evidence-backed (outcome) |
| Whether the benefit clears the bar to fire native files / WTP is unproven. | icp.md WTP; journey-map Transaction; jtbd evidence matrix | Observed gap | Adjacent budgets directional only | High (that it’s unproven) | Open question |
| Differentiation is defensible only if parsing is reliable and no AFPS-native tool emerges. | strategic-canvas risks; competitive source gaps | Inference | Brittle parser or a discovered competitor would erode it | Medium | Hypothesized |
Alternatives / Lower-Confidence Findings
| Alternative reading | Why not selected | Residual uncertainty |
|---|---|---|
| Adopt a familiar category (generic PM / portfolio tracker) for instant comprehension. | Invites comparison on breadth/collaboration/execution where deliberate “Low” scores read as gaps; lands in the red ocean. | If buyers cannot parse a new category at all, a borrowed anchor may be necessary scaffolding. |
| Lead with provenance (Alt 1) as the headline benefit. | Provenance is a secondary facet for the primary ICP; mis-anchors toward studios. | Studio interviews could elevate provenance to co-primary for that segment. |
| Lead with agent re-grounding (Alt 2). | Out of approved scope (agent control-plane). | If agent re-reads prove insufficient and persistence is demanded, this rises. |
| Treat the native-files bundle as a weak alternative. | Evidence says it is the strongest substitute (free, faithful, adopted). | A discovered AFPS-native tool would change the competitive frame. |
Source Coverage & Gaps
- No direct AFPS-operator interviews or observed switching sessions; the template is synthesized from approved artifacts, not live customer language.
- No measured reconstruction-time baseline, so the size of the need (and the benefit) is directional.
- No prototype test of the source-linked read-through (the predicted aha that underwrites benefit + differentiation).
- No direct WTP evidence; adjacent pricing is a budget signal only.
- Category framing is untested with real buyers — the single biggest template risk.
- No parser-fidelity audit; differentiation defensibility assumes reliable read-only parsing.
Assumptions / Confidence Register
| Assumption | Status | Confidence | What would change it |
|---|---|---|---|
| The individual AFPS multi-branch operator is the right primary target. | Evidence-backed (approved ICP), not user-tested | Medium-High | Discovery shows studios/founders feel the pain (and pay) sooner. |
| The need is acute enough to fire free, faithful native files. | Hypothesized | Medium | Dogfooding shows files + agent re-reads stay sufficient even multi-path. |
| A new/taught category is workable rather than a discovery blocker. | Hypothesized | Low-Medium | Buyers cannot parse the category and default to a generic-PM frame. |
| Navigability × fidelity × verifiability is genuinely uncontested and deliverable. | Evidence-backed (absence) + hypothesized (feasibility) | Medium | A discovered AFPS-native tool, or parsing too brittle to trust. |
| Read-first/non-destructive framing is what wins the hire. | Evidence-backed across ICP/competitive/journey/jtbd | High | Buyers demand write-back/editing before they see read value. |
| The position is a hypothesis pending validation, not canonical. | By construction | High | Validation plan executed against real operators. |
Cross-framework note (for parent synthesis, not routing): this is the final selected framework (3 of 3). The Moore template lands in a new/taught category, corroborating strategic-canvas’s “no category fits” finding and strengthening the case for synthesis to weigh whether to revisit category-design. This note does not itself invoke any skill.
Proposed Canonical Artifacts & File Changes
On approval (final compiled YAML, approval_status: ready-for-agent-review), the parent loop will:
| Path | Action |
|---|---|
research/afps-tracker/positioning-moore-positioning.md | Create canonical framework-3 intermediate from the approved working packet. |
research/afps-tracker/_working/preliminary-moore-positioning-research.md | Archive to docs/history/archive/YYYY-MM-DD/HHMMSS/ and remove the active working packet. |
alignment/positioning-afps-tracker.html | Convert this page from review to confirmed, preserving the approval record (or archive a snapshot if amended for synthesis). |
alignment/index.html | Refresh status metadata for this page. |
No canonical research/afps-tracker/positioning.md is written by this framework. With all three intermediates present, the next run enters synthesis (State B) and builds the unified positioning.md review page.
Review Gates
Each gate below requires one answer. “Other / None of the above” and “Need clarification” are always available; selecting them (or leaving a gate unanswered) keeps the response in not-approved.
1. Template elements (candidate / verdict)
Do the six filled Moore template elements (target, need, category, benefit, alternative, differentiator) hold as the primary hypothesis?
2. Market-category treatment (scope / non-goals)
The analysis names Market Category as the weakest link and proposes teaching a new subcategory (“source-native research-workflow state map”). How should synthesis treat category?
3. Research completeness
Given no direct user interviews, WTP, or prototype yet, is the evidence sufficient to carry this Moore hypothesis into synthesis?
4. User format preferences
Do the layout, tables, Moore-template rendering, confidence chart, and evidence density match what you want for this framework page?
5. Artifact destination & proposed file changes
Approve writing research/afps-tracker/positioning-moore-positioning.md from this packet, archiving the working packet, and confirming this page?
Compile Responses
Answer the gates above (and/or select section feedback), then compile. The YAML is your single handoff payload: paste it into a session running /positioning research/afps-tracker. The parent resolves the pending framework from the run manifest and filesystem, so you do not copy a separate command.