Authorized evidence
Capture the store, SKU, price, inventory, traffic, campaign, and local context available for the decision. Record data freshness and missing signals.
Cognitive agents / Physical retail
Connect store actions to observed sales outcomes.
The ultimate goal is an established physical retail sale. Nusawan is developing a pilot workflow to connect authorized store, POS, inventory, traffic, and campaign signals to human-approved actions and recorded transaction outcomes—so teams can test where sales evidence supports the next market decision.
Sales evidence / KUL-03READY TO REVIEW
Testable commercial move
Connect the approved weekend display to completed basket sales.
Evidence chain TraceableApproval Required
Sales evidence / Decision ledger
Every recommendation must stay traceable to its observed outcome.
Approved execution
Assign a recommendation ID, rationale, owner, approval, execution window, affected locations, and any manager changes before the team acts.
Recorded result
Where authorized data permits, use an execution-specific campaign, coupon, QR, referral, or order-metadata key for a direct join to a completed transaction. Store, time, SKU, or basket co-occurrence alone remains directional. Also record no sale, unattributed sales, and insufficient evidence.
Incremental evidence
Compare against an agreed baseline, control, matched store, or matched period. Account for seasonality, stockouts, price changes, overlapping campaigns, and cannibalization before attributing lift.
Connected retail / Sales evidence chain
Observe. Recommend. Approve. Execute. Record.
The pilot design preserves the chain from authorized evidence to approved execution and every recorded outcome—including no sale or insufficient evidence. Connections remain conditional on system availability, permissions, and supported integrations.
Observe
Authorized store evidence
Recommend
Hypothesis + rationale
Approve
Manager review
Execute
Bounded store action
Record
Sale, no sale, or insufficient evidence
Your context / Your control
Bring the signals your operation already trusts.
Potential inputs are always conditional on authorization, availability, and supported connections.
01Point of sale
Completed transaction lines, returns, and recognized revenue
02Inventory
Availability, depth, and movement
03Store traffic
Authorized footfall and visit context
04Campaigns
Current offers, audiences, and timing
05Local presence
Owner-authorized Google Business Profile context
06Customer feedback
Consented reviews, messages, and surveys
Evidence quality / Honest attribution
An execution-to-sale link is attributable only when it is inspectable.
Directly attributable
A transaction carries an execution-specific campaign, coupon, QR, referral, or order-metadata key that deterministically links it to the approved action. Report the observed relationship without claiming causality beyond the trace.
Define the evidence contractIncrementally supported
A designed comparison estimates what changed beyond the expected baseline. Preserve method, comparison cohort, exclusions, and confidence with the result.
Design the comparisonDirectional only
Store, time, SKU, or basket co-occurrence—and any result with incomplete identity, coverage, or comparison data—remains directional and cannot satisfy the expansion gate.
Set the decision boundaryExpansion discipline / Earn the next market
Establish sales. Focus the market. Test expansion under control.
Completed sales provide evidence about where demand may be concentrated. Nusawan recommends expansion tests only after the evidence repeats and the operation can support them; a named human decides.
01Establish
Test the store × product × offer hypothesis with completed transactions and a documented comparison.
02Focus
Rank observed sales concentration by product, customer, store format, location, and region; check returns, inventory capacity, repeatability, and margin where authorized cost data is available.
03Measure share correctly
Market share requires total brand sales and qualified total category sales for the same category, geography, channel, period, currency, gross-or-net treatment, and sell-in or sell-through basis. Incomplete brand coverage is sales contribution, not market share.
04Replicate
Test the previously supported play in matched stores or formats with local approval, bounded inventory, and the same evidence contract.
05Expand
Recommend advancing by store cluster, format, or region only when repeated sales evidence and operational guardrails hold.
06Continue learning
Monitor drift, stock constraints, customer response, returns, and margin. When evidence weakens, Nusawan recommends a pause or revision; a named human decides.
Connected retail / Sales evidence pilot
Scale only what earns the right to expand.
Start with one defined store, product, offer, and sales hypothesis. Agree the evidence chain before the pilot begins.
Discuss a retail pilot