Choose the next store with evidence

Combine catchments, demographics, competition, access, and existing performance.

Business outcomeFaster site screening and investment decisions grounded in a reusable spatial model.

The operating situation

A retailer is comparing 60 candidate neighbourhoods for 12 stores. Analysts must combine travel-time catchments, competition, demographics, access and existing performance, explain every score, prevent data drift between committee meetings, and revoke a shared decision view after the acquisition window closes.

Expansion analystGIS data stewardReal-estate managerFinance reviewerExecutive approver

Keep authority explicit across the stack

01Enterprise data productsOwn approved store performance, candidate, demand, competition and financial datasets with source, license, observation date and steward.
02mGIS version registryPublishes immutable spatial dataset versions with content hash, schema, CRS, validation diagnostics and access policy.
03Analysis engineCreates parameterized catchments, joins exact input versions, normalizes signals and writes immutable scoring attempts and lineage.
04Analyst decision labCompares candidates, sensitivity and exclusions without mutating source evidence; comments and selections name result revisions.
05Governed sharingAudience, expiry, export/embed rules, executive narrative and revocation wrap one immutable result rather than an untraceable screenshot.

From intent to reconciled outcome

1
Stage 1

Publish candidate sites and performance data

Capture intent and source evidence without inventing a more precise state than the inputs support.

2
Stage 2

Generate drive-time catchments

Advance through an idempotent boundary, preserve stable Mappls identity, and expose freshness and ownership.

3
Stage 3

Join demand and competition signals

Advance through an idempotent boundary, preserve stable Mappls identity, and expose freshness and ownership.

4
Stage 4

Score and compare candidates

Advance through an idempotent boundary, preserve stable Mappls identity, and expose freshness and ownership.

5
Stage 5

Share an executive decision map

Reconcile the terminal result to every authoritative system and retain attributable evidence.

Records that must survive restarts and retries

Dataset version ↔ source/license/date/schema/CRS/content hash

Version, authorize, retain, observe, and reconcile this relationship explicitly; do not recover it later from display text or logs.

Catchment attempt ↔ route profile, threshold, input versions, engine version

Version, authorize, retain, observe, and reconcile this relationship explicitly; do not recover it later from display text or logs.

Score attempt ↔ normalization, weights, exclusions, ties, output hash

Version, authorize, retain, observe, and reconcile this relationship explicitly; do not recover it later from display text or logs.

Share ↔ result revision, audience, expiry, export/embed policy, revocation

Version, authorize, retain, observe, and reconcile this relationship explicitly; do not recover it later from display text or logs.

Design recovery before rollout

Demographic feed changes mid-analysis

Publish a new immutable input version and rerun; retain both result revisions and prevent silent replacement.

Candidate geometry has the wrong CRS

Fail before processing with feature-level diagnostics and require a corrected dataset version.

Executive link is forwarded

Enforce audience/expiry, log access, prohibit export where required, and revoke the share without deleting lineage.

Products and evidence

Earn the right to automate

1
Rollout gate

Inventory and classify source datasets and licenses

2
Rollout gate

Reproduce one historical store decision from immutable versions

3
Rollout gate

Run model beside the existing spreadsheet for one region

4
Rollout gate

Add governed collaboration and sensitivity review

5
Rollout gate

Promote only after finance, data governance, fairness, and forecast back-testing

Measure the outcome

Forecast accuracyCannibalization riskTime to shortlistRevenue per catchment

Tutorials and downloadable applications

Starter · verified app

Store Locator

Discover eligible branches, compare distance and ETA, preserve Mappls Pin identity, and hand off safely to navigation.

Advanced · verified app

Care Transfer Desk

Confirm the correct receiving entrance, assign eligible transport, preserve courier custody, review condition exceptions, and reconcile receiver acceptance without retaining patient or clinical data.

Advanced · verified app

Airside Turnaround Desk

Coordinate a revision-safe aircraft turnaround, pause for airside exceptions, preserve four service milestones, and require independent airline, airport, and safety readiness decisions.