This recipe converts a completed Retail AI Readiness Diagnostic into a phased implementation roadmap, sequenced to avoid organizational immune rejection. It prioritizes dimensions by gap severity multiplied by business impact, designs pilots, estimates investment, and proposes a monitoring retainer ($5-10K/month). The roadmap is the deliverable that converts diagnostic value into ongoing engagement revenue. [src1, src4]
Duration: 0.5 days · Tool: Priority matrix + executive input
Calculate priority score per dimension: (Target - Current) x Business Impact Weight x Feasibility Factor. Business impact from sponsor priorities; feasibility from adoption readiness. [src1]
Verify: Priority ranking validated with sponsor. Top 3 identified for Phase 1. · If failed: Iterate with sponsor until alignment achieved.
Duration: 0.5 days · Tool: Pilot specification template
For top 3 priority dimensions: define scope (1 store/department), duration (30-60 days), success metrics (2-3 KPIs), investment, dependencies, peer-driven adoption strategy, and kill criteria. [src2, src3]
Verify: Pilot specs reviewed by sponsor and operational leads. · If failed: Narrow scope until manageable.
Duration: 0.5 days · Tool: Cost estimation framework
Phase 0 (Foundation, months 1-2, $20K-$50K), Phase 1 (Pilot, months 2-4, $50K-$150K), Phase 2 (Scale, months 4-8, $100K-$500K), Phase 3 (Optimize, months 8-12, $50K-$200K). Cost categories: technology, people, process, change management. [src4]
Verify: Estimates reviewed by CFO, clearly labeled order-of-magnitude. · If failed: Redesign with fewer dimensions or smaller scope.
Duration: 0.5 days · Tool: Sequencing analysis using adoption data
Rules: start with highest-TAM tool; address top fears before deployment; use champions not mandates; build on results not ambition; monitor for antibody formation (workaround frequency, usage decline, negative sentiment). [src3]
Verify: Sequencing validated against adoption data, each phase has named champions. · If failed: Redesign sequence to reduce resistance risk.
Duration: 0.5 days · Tool: Retainer proposal document
Three tiers: Essential ($5K/month — scorecard + compliance), Standard ($7K/month — + AI vetting + adoption monitoring), Premium ($10K/month — + quarterly review + advisory). [src5]
Verify: Retainer proposal with clear scope, SLA, and pricing. · If failed: Offer quarterly single-session ($3K) as entry point.
{
"output_type": "retail_ai_implementation_roadmap",
"format": "PDF + Gantt + JSON",
"sections": [
{"name": "priority_matrix", "type": "object", "description": "Dimensions ranked by gap x impact x feasibility"},
{"name": "pilot_specifications", "type": "array", "description": "Bounded pilots for top 3 dimensions"},
{"name": "investment_estimates", "type": "object", "description": "Phased investment with cost categories"},
{"name": "implementation_sequence", "type": "array", "description": "Phases with immune rejection safeguards"},
{"name": "retainer_proposal", "type": "object", "description": "Monitoring retainer tiers and pricing"}
]
}| Quality Metric | Minimum Acceptable | Good | Excellent |
|---|---|---|---|
| Dimensions addressed | Top 3 | Top 5 | All 7 |
| Pilot specifications | 1 pilot | 3 pilots | 3+ with kill criteria |
| Investment granularity | Order-of-magnitude | Phase-level | Phase + cost category |
| Sequencing validated | Sponsor | Sponsor + ops | Sponsor + ops + champions |
| Retainer proposal | Basic scope | Tiered options | Tiered + SLA |
| Error | Likely Cause | Recovery Action |
|---|---|---|
| Incomplete scorecard | Some dimensions not assessed | Build on scored dimensions, flag gaps as Phase 0 |
| Sponsor rejects priorities | Data-politics misalignment | Facilitate alignment session |
| Budget insufficient | Organization not ready | Design minimum viable Phase 1 |
| No adoption champions | Level 1-2 readiness | Fear mitigation as Phase 0, delay AI deployment |
| Retainer declined | Client not ready | Schedule 90-day review, offer quarterly option |
Building plans on assumptions wastes budget on wrong priorities. [src1]
The scorecard provides evidence for every roadmap decision.
Starting with the most impressive AI triggers immune rejection when adoption readiness is low. [src3]
Start with highest usefulness x ease of use. Build confidence before attempting transformation. [src2]
One-time roadmap without accountability. Implementation drifts within 60 days. [src5]
The retainer protects the client's AI investment. Without monitoring, implementation quality degrades.
Use when building a post-diagnostic implementation roadmap for retail AI. Requires completed diagnostic scorecard as input. Converts findings into a phased, sequenced plan respecting adoption psychology and includes monitoring retainer for ongoing revenue.