Lead with
Location intelligence
Make social impact the differentiator, not the only buying reason. The client value is better place, partner, planning and measurement decisions.
prototype now
Community AI founder briefing
The audit shows a clearer commercial route for CommunityAI: use the community-need layer to help clients decide where to plan, partner, activate and measure, while keeping return, demand and live-integration claims gated until client data exists.
Today's founder read
Lead with
Make social impact the differentiator, not the only buying reason. The client value is better place, partner, planning and measurement decisions.
prototype now
Prove now
Use the feature universe, audited score boundary, source registry and controlled downloads as the evidence base.
validated now
Protect
Keep demand prediction, live integration, sales uplift and return claims gated until the client fields and evaluation design exist.
client data dependent
Decide
Approve the lighthouse vertical, minimum data ask, integration route and send-after pack before the next readout.
prototype now
Read path
The same room now serves founder, commercial, data and technical readers without making every person inspect every artefact.
Founder
prototype nowRead the controlled data room first: execution cockpit, decision path, evidence boundary and send-after pack.
Open data room
Commercial
prototype nowStart with the lighthouse vertical and the buyer question, then hold performance claims until client data exists.
View verticals
Data
validated nowUse the score boundary, feature spine and source registry language consistently across decks and client conversations.
Check data story
Technical
client data dependentCompare secure transfer, warehouse share and clean-room style collaboration before promising a live integration.
Review controls
Founder decision path
The website should leave leadership with a small set of decisions, not a larger archive to interpret. Each decision below has an owner, target date and proof standard.
P0
2026-06-30Founder, commercial and innovation leads
Turns the audit into a single commercial story rather than a menu of possible models.
One external-safe positioning paragraph, one lighthouse vertical and a short list of claims that are not used yet.
P0
2026-06-30Innovation and data owners
Protects the scale story while keeping the audited score precise and defensible.
Approved wording that separates the broader feature spine, operational score, source archive and future models.
P0
2026-07-02Commercial and innovation leads
Moves the offer from open-data context to client-specific intelligence without asking for unsafe raw data.
Red, amber and green field list covering locations, catchments, audience, exposure and outcomes.
P1
2026-07-03Technical delivery owners
Gives the team a practical path for secure client collaboration instead of an abstract platform promise.
Selected access pattern, join keys, sensitivity rule, retention rule, deletion rule and access owner.
Current truth
The review honours the 700-indicator build while keeping the current CLS score to its audited 41-indicator operating set.
Strategic route
The next build decision is sequenced around evidence and risk, not an optimistic feature list.
Delivery surface
The historical corpus remains evidence. The web layer presents the concise, download-ready decision pack.
Data intelligence
The strongest product narrative is precise: the built feature universe is the scale story, the current Community Life Score is the audited proof layer, and return and uplift remain gated until client outcome data is present.
Coverage
33,755
England small areas scored on the Community Life Score.
Operational indicators
41
Indicators in the current audited score, across five social-need dimensions.
Dimensions
5
Deprivation, education, economic, health, and access to services.
Feature spine
700+
The broader built feature universe behind the score, kept separate from the audited operating set.
Commercial lighthouse
Media and retail-media should carry the first story. Real estate and procurement are credible follow-ons once the same evidence spine is packaged as repeatable offers.
Media and retail
prototype nowPlanning readout with ranked catchments, audience context, community need, evidence fields and client-data gaps.
Planning intelligence now; measured uplift only after exposure, outcome and comparison data.
Real estate and site strategy
prototype nowLocation context pack for candidate sites or catchments, with need, access, affluence and confidence labels.
Shortlist quality and decision confidence now; commercial performance requires client outcomes.
Procurement and social value
validated nowBid-stage place-need and delivery-evidence pack with mission alignment and measurement caveats.
Evidence-led targeting and reporting design now; outcome attribution after delivery data.
Trust and integration
The safest market posture is clear: open data can support planning intelligence now; client-specific measurement needs the right fields, permission, access pattern and evaluation design.
Open data now
validated nowThe current product can explain structural community need at small-area level with source and score boundaries intact.
Operational score, source register, geography coverage and publication controls.
Client data later
client data dependentClient-specific outputs should start from aggregated locations, catchments, audience, exposure or outcomes, not raw data by default.
Client-data request, integration decision matrix and retention/deletion rules.
Privacy posture
client data dependentThe safe promise is controlled collaboration and permissioned aggregate outputs, not unrestricted data movement or validated performance claims.
Claim gates, model cards, output permissions and measurement caveats.
Proof artefacts
prototype nowEvery stronger claim should map to a named artefact, owner, date and fallback wording before it appears in a client deck.
Execution cockpit, milestone register, model governance checklist and controlled downloads.
Say the current score uses 41 audited operational indicators.
Say the broader spine supports future models once data and evaluation gates close.
Say return and uplift are future modelled claims, not reproducible from the current system of record.
Operating model
This is the repeatable service shape: source evidence, modelled intelligence, product configuration, access pattern and measurement loop.
01
validated nowOpen spatial baselines, social indicators, and approved partner and client data.
A governed data backbone with provenance and permitted-use status.
02
validated nowNeed scoring, spatial typologies, catchment context, and evidence weighting.
Explainable place-based intelligence, not validated uplift.
03
prototype nowMedia, procurement, and real-estate planning views built on the same spine.
A managed insight pack per vertical, bounded by claim gates.
04
client data dependentBrief, dashboard, export, API, or clean-room integration at the client governance depth.
The right integration route per client, with controls.
05
client data dependentEvidence capture, model cards, and performance learning.
A repeatable evidence loop once a pilot runs.
Delivery pack
The founder cut is concise. The CTO cut is traceable. The document library remains gated so the wider archive does not leak into decision-making before it is cleaned.
Download-ready
Founder and CTO summary of the decision, gates and next move.
Download-ready
Audit and roadmap scope with deliverables, gates and sign-off criteria.
Download-ready
Owners, dates, dependencies and outputs for the first PoC path.
Brief
validated nowCurrent truth, gates, and the next decision, with no unbuilt capability described as live.
Detail
validated nowScope, deliverables, and acceptance criteria, traceable to evidence.
Downloads
validated nowOnly the approved document set leaves the portal.
Controlled data room
The six decisions that move the roadmap from evidence to execution, with owner, date, proof and fallback.
A role-specific guide for founder, commercial, innovation, data and delivery readers.
The boundary between source archive, feature spine, operational score, prototypes and blocked claims.
A grouped evidence pack for internal PoC preparation and disciplined send-after use.
The audit room is company-gated. Supporting decks and workshop materials remain separate from the controlled SoW pack.
The audit findings, the lakehouse and agent architecture, the CLS methodology and vertical readiness, as living docs you can read and print.
The path to the right cloud, models in-house and agents in-house, sequenced behind the gates that close first.
A short, science-backed read of skills and ways of working. It shapes the team; it is not an assessment.
The allowlist for what can be shared, downloaded, or used in retrieval.
The board deck: location, impact, intelligence. The market, the product and the architecture.
The shareable update deck on the UK engagement and direction.
The engagement overview and the target Google Cloud architecture.
An interactive H3 hexagon map of neighbourhood need across the country.
Who owns it: the roles and the people behind delivery.
The 16 June leadership session: decisions, diagrams and the action register.
The reusable workshop framework that runs the sessions and exports the record.
delivered by gerardoezequiel.xyz