MHTF — Our Proven 8-Pillar AI Framework

Eight lenses. One accountable spine from strategy to implementation to automation.

The 8 Pillars

1) Strategy & Outcomes

Define the smallest valuable change leadership will defend. Tie every initiative to 2–3 board-level KPIs.

2) Data & Integration

Make trustworthy data show up where work happens: SSOTs, lineage, and governed interfaces to systems of record.

3) Models & Agents

Pick models by evaluation, not hype. Ship agents with guardrails, tool access, and clear escalation.

4) Process & Automation

Target high-leverage loops (triage, drafting, QA). Automate the boring, instrument the rest.

5) Governance & Risk

PDPL/GDPR-first. Policy prompts, red-teaming, eval suites, and change control baked into CI/CD.

6) People & Org

Embed pods, upskill doers, and reward adoption. AI works when people do.

7) Experience & Channels

Meet users where they are (web, mobile, WhatsApp, IVR). Fast answers with citations and options.

8) Measurement & Evals

Define success metrics, run weekly evals, and publish dashboards. No black boxes.

Run the 4-week rapid assessment

1
Week 1 — Discovery & KPI lock-in
2
Week 2 — Data mapping & risk review
3
Week 3 — Prototype & eval harness
4
Week 4 — Executive readout & 90-day plan

Deliverables

  • Current-state map & opportunity backlog
  • Policy & guardrails pack
  • Prototype demo + metrics
  • 12-month roadmap with budget bands