71% of retailers say their AI tools have had limited to no effect. The tools aren't the problem — the integration is. We build custom AI applications, deeply integrated with your existing systems, that reclaim merchant time and produce higher-quality pricing and assortment decisions.
The technology exists. The integration doesn't. Pilots stall because nobody owns the orchestration, governance, and change management required to move from experiment to production.
Merchants spend 40% of their time on data consolidation and spreadsheet work. AI tools struggle with conflicting SKU files, inconsistent pricing history, and siloed commercial data.
McKinsey "Merchants Unleashed," Jan 2026
61% of retailers say their organization isn't prepared to scale AI across merchandising. Pilots run, results look promising, then nothing reaches production.
McKinsey Global Merchant Survey, Dec 2025
McKinsey's #1 pitfall in agentic retail AI: pricing agents deploy before fairness thresholds are codified. Recommendations ship without audit trails, approval chains, or competitive context.
McKinsey "Merchants Unleashed," Jan 2026
We partner with your team to understand your workflows, goals, and existing systems — then build custom AI applications that integrate deeply, learn from your team's feedback, and improve over time. Our success is tied to yours.
A custom-built pricing control plane integrated with your existing pricing tools, competitive feeds, and POS systems. Fairness guardrails, real-time policy enforcement, and cross-channel promotional attribution — not just price monitoring.
A custom-built decision platform that connects your competitive feeds, demand systems, and vendor portals into a single governed workflow — reclaiming merchant time and improving decision quality.
Our proven methodology adapted for retail's specific integration and governance challenges.
Map your merchandising workflows, pricing systems, competitive data feeds, and decision processes. Identify the highest-impact integration points.
Model the P&L impact of each opportunity. Rank by fastest path to measurable value — not technical novelty.
Build a production-shaped slice on Ultrathink Axon™ with real data. Not a demo — a working prototype with governance built in.
Complete execution plan: solution architecture, integration points, phased rollout, change management, and operating model.
Not because the technology doesn't work — it does. They fail because nobody owns the integration, orchestration, and governance required to move from experiment to production. Systems remain fragmented, data is too messy, and there's no framework for trust, audit trails, or approval chains. This is the Execution Gap we close.
Production-grade AI connects fragmented data sources (competitive feeds, POS data, inventory systems, vendor portals) into a governed decision pipeline. Instead of merchants manually consolidating spreadsheets, an orchestration layer surfaces prioritized recommendations with audit trails. McKinsey estimates this can reclaim 40% of merchant time currently spent on low-value tasks.
It's the control plane that sits between pricing algorithms and execution. It enforces fairness thresholds, competitive response rules, promotional guardrails, and approval chains before any price change reaches the shelf or website. Without it, McKinsey calls the result "autopilot without policy" — the #1 pitfall in agentic retail AI.
Our Pathfinder Engagement™ delivers a validated business case, working prototype, and production blueprint in 4-6 weeks. Full production deployment through the Outcome Partnership follows a phased rollout — typically starting with one category or region.
BCG research shows AI-powered pricing can increase gross profit by 5-10%. The key is governance: ungoverned pricing algorithms create compliance risk and brand damage that can erase those gains. A pricing control plane enforces fairness thresholds, approval chains, and audit trails before any price change reaches the shelf.
Start with a Pathfinder Engagement™ — a fixed-scope, 4-6 week project that delivers a validated business case and production blueprint. No lock-in.