1
Stage 1
Normalize the entered address
Capture intent and source evidence without inventing a more precise state than the inputs support.
Production solution blueprint
Make address risk explainable
Standardize applications, verify presence, enrich geography, and route cases for review.
Business outcomeMore straight-through approvals with a clear audit trail for ambiguous or high-risk addresses.
The operating situation
A small-business applicant enters an informal address and consents to a device-location check. The bank must normalize the address, compare accuracy-bearing evidence, join serviceability/risk geography, auto-approve only strong cases, redact precise evidence on schedule, and still explain the decision years later.
ApplicantOnboarding serviceRisk analystManual reviewerCompliance auditor
Keep authority explicit across the stack
01Onboarding systemOwns application, declared address, consent, KYC identity, product eligibility, decision and regulatory retention.
02Address normalizationSearch/standardization returns candidates and a selected Mappls Pin with source provenance rather than a rewritten string presented as certainty.
03Evidence serviceCaptures consented device fix, accuracy, event/receipt time and content hash separately from reverse-geocoded label.
04Risk policy engineJoins versioned zones and computes explainable features under a named policy; weak/contradictory evidence enters manual review.
05Audit and privacy controlsPreserve input/policy/decision lineage while access controls, purpose limits and redaction remove precise data when no longer required.
From intent to reconciled outcome
2
Stage 2
Compare declared and captured locations
Advance through an idempotent boundary, preserve stable Mappls identity, and expose freshness and ownership.
3
Stage 3
Join serviceability and risk zones
Advance through an idempotent boundary, preserve stable Mappls identity, and expose freshness and ownership.
4
Stage 4
Score confidence with reasons
Advance through an idempotent boundary, preserve stable Mappls identity, and expose freshness and ownership.
5
Stage 5
Escalate only unresolved cases
Reconcile the terminal result to every authoritative system and retain attributable evidence.
Records that must survive restarts and retries
Declared address ↔ original text, normalized candidates, chosen Mappls Pin
Version, authorize, retain, observe, and reconcile this relationship explicitly; do not recover it later from display text or logs.
Device evidence ↔ consent/purpose, coordinate, accuracy, times, source, hash
Version, authorize, retain, observe, and reconcile this relationship explicitly; do not recover it later from display text or logs.
Risk enrichment ↔ zone dataset versions and feature values
Version, authorize, retain, observe, and reconcile this relationship explicitly; do not recover it later from display text or logs.
Decision ↔ policy version, evidence IDs, reasons, reviewer and redaction state
Version, authorize, retain, observe, and reconcile this relationship explicitly; do not recover it later from display text or logs.
Design recovery before rollout
Device fix is weak or unavailable
Do not infer presence; continue with alternate evidence or manual review and record the reason.
Address and device evidence disagree
Retain both, calculate distance under a versioned policy, and prohibit automated override of a reviewer rejection.
Precise evidence reaches retention limit
Redact payload while retaining hash, coarse result, consent/decision lineage and attributable deletion event.
Products and evidence
Search & PlacesAutosuggest, geocoding, nearby discovery, place details, and Mappls Pin addressing.Capture & FeedbackOn-demand location capture, camera evidence, map feedback, and update workflows.GIS & AnalyticsSpatial data, analysis, maps, dashboards, and embeddable location intelligence.
hybrid
Governed spatial analysis
Ingest versioned data, validate and publish it, execute reproducible analysis, review lineage, and share a governed decision layer.
statefulConsented address verification
Normalize a declared service address, capture purpose-bound device evidence, apply an explainable versioned policy, require human review where evidence is weak, and retire precise data without erasing accountability.
hybridiOS feedback report and review
Open one feedback UI generation, normalize a bounded report candidate, commit an application submission, reconcile provider acknowledgement separately, review evidence, and close only with an attributable resolution.
hybridConsent-bound location capture evidence
Initialize and configure an entitled Location Capture SDK, acquire a bounded single or subscribed fix, preserve accuracy and timing as evidence, review weak results, and stop every native resource deterministically.
Earn the right to automate
1
Rollout gate
Normalize addresses and measure candidate ambiguity
2
Rollout gate
Capture consent/evidence in shadow mode with no decision impact
3
Rollout gate
Back-test a versioned policy against reviewed cases
4
Rollout gate
Pilot reviewer tooling and redaction workflow
5
Rollout gate
Enable bounded automation only after compliance, bias, security, and model-risk approval
Measure the outcome
Tutorials and downloadable applications
Beginner
Build address autocomplete that users trust
Debounce input, apply bias, handle keyboard selection, and retain the Mappls Pin.
IntermediateCreate a nearby discovery experience
Combine category search, viewport updates, result cards, and map selection.
AdvancedBuild a reproducible site-selection model
Publish layers, generate catchments, join signals, score candidates, and share results.
IntermediateGive an AI agent grounded Mappls tools
Run the MCP server, scope credentials, call search and routing tools, and inspect provenance.
AdvancedConsume Mappls events exactly once in effect
Verify signatures, deduplicate deliveries, order per aggregate, retry, and replay safely.
IntermediateCall Mappls safely from a trusted server
Exchange OAuth client credentials, keep tokens in bearer headers, call typed Search and Route operations, preserve provenance, and bound retry.
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
Grid Restoration Desk
Correlate an outage, govern independent switching approval, dispatch an assigned crew, preserve rework, and reconcile restoration from telemetry and customer-impact evidence.
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.