Retail & Consumer — CX · Pricing · Supply · Loyalty
Retail AI should compound margin, not just clicks. We build pricing, personalisation and supply agents that share one customer brain — and answer to a single P&L line.
The squads we drop in
Everything that ships
- Real-time personalisation engineSub-50ms next-best-content / next-best-product across web, app, store.
- Dynamic pricing & promoMargin-aware pricing with elasticity twin and competitor signals.
- Demand sensing twinSKU-store-day forecasts with weather, promo and sentiment fused.
- Self-healing supply agentAuto-rebalance, expedite, substitute — with margin guard-rails.
- Loyalty AIReward optimisation across acquisition, retention and churn.
- Commercial Principal
- Pricing Scientist
- ML Engineer (Personalisation)
- Supply Chain SME
{
"sku": "sku_99214",
"store": "uk_lon_044",
"context": {
"competitor_price": 14.99,
"elasticity": -1.7,
"stock_days": 6
},
"recommendation": {
"price": 15.49,
"expected_margin": 0.34,
"expected_units": 184,
"guard_rails": ["min_margin_25", "competitor_within_5pct"]
}
}Weeks 1–8 · first revenue agent live by day 21
- 1Weeks 1–2P&L line + pod
Pick the margin line, baseline, and a single revenue pod.
- 2Weeks 2–5First agent live
Pricing, personalisation or supply pod live in shadow → live.
- 3Weeks 5–8Margin compounding
Twin + reinvestment loop — every £ of lift routes back to next pod.
Things sector leaders ask
Personalisation runs against your brand contract — tone, claims, exclusions are policy. Off-brand outputs are auto-rejected.
Margin and competitor guard-rails are policy, not prompt. Decisions outside the band are blocked at the gateway.
Median customer sees attributable margin lift inside 6 weeks — fully tracked in the outcome ledger.
Stand up Retail & Consumer in Weeks 1–8.
We'll respond within one business day with a scoping note, a fixed-price outcome contract, and a named principal cleared for your sector. Your details sync straight into our concierge queue.
- • Outcome-priced — no T&M.
- • Sovereign by default — your data, your region, your keys.
- • Regulator-ready dossier shipped with every agent.