Turn real operating problems into acceptable AI workflows
Start with work that repeats every week: record the baseline, freeze one scenario, keep human decisions in place, then use real samples to verify efficiency, quality, cycle time, and cost.
Every engagement follows the same FFDE 5·6·7 implementation framework: qualify, validate, fortify, and hand off.
Buy by readiness, or connect services along a capability maturity path.
Start with the problem
4 common SMB AI deployment blockers
We first identify which condition is missing, then choose training, a workshop, a pilot, or ongoing co-piloting.
Not sure what to do first
Too many ideas and no shared priority between leadership and business teams.
Response: AI alignment, leadership briefing, scenario workshop, and pilot blueprint.
Knowledge cannot be used
Documents, spreadsheets, and records are scattered; answers are inaccurate or not traceable.
Response: data and knowledge governance, enterprise Q&A, and RAG evaluation.
A demo cannot enter the workflow
The Agent is not connected to systems, approvals, or human–AI responsibilities.
Response: 7-day validation, business Agent embedding, and a standard pilot.
No owner after launch
Permissions, evaluation, cost, exceptions, and knowledge updates have no operating owner.
Response: production hardening, runbook, custom training, and monthly FFDE co-piloting.
Start with one scene
One high-ROI scenario, then a reusable capability
Typical starting scenarios
Knowledge Q&A, customer service, sales assistance, document processing, content operations, and workflow automation are common starting points. The right choice depends on the owner, data, and acceptance bar.
Acceptance: trend view, closed issues, update log, team capability, and second-use-case decision.
Next: continue, transfer to self-operation, or replicate a standard pack.
Capability transfer
Standard workshops + custom AI training
Training is not a final product demo. It transfers judgment, design, implementation, and operations capability to the client team—and leaves reusable assets behind.
½ day
Leadership briefing: AI & FDE judgment
Scene value, investment boundaries, risk, 5 foundations, and ROI; output: shared language and a decision checklist.
1 day
Business workshop: scene to Agent
Scene scoring, process breakdown, source preparation, human–AI collaboration, and acceptance; output: Top 1, workflow sketch, UAT draft.
2 days
Delivery bootcamp: runnable Agent operations
Spec/Eval/Handoff, RAG, governance, human review, logs, cost, UAT, and Runbook.
Custom
Custom AI training
Designed around your industry, roles, real workflows, or tool stack, with cases, exercises, role checklists, and implementation recommendations.
