Over 70% of initiatives underperform. Short disruption cycles mean lessons expire quickly, and human risks—like misaligned priorities or lack of trust—often go unaddressed. DCMI identifies these risks early, enabling leaders to act decisively.

ICRA is a research-backed framework that evaluates readiness across 16 AI‑specific
success factors (grouped under Initiation, Planning, Execution, Adoption). It benchmarks
your scores against global norms and recommends prioritized mitigations. Unlike generic
change checklists, ICRA zeroes in on AI’s distinct people risks—trust, bias, skills shifts, and
adoption dynamics—so leaders can quantify exposure and act.

Traditional CM was built for linear change. ICRA is tuned for AI: rapid cycles, uncertainty,
human trust issues, compliance sensitivity, and cross‑functional ownership. It pairs a
quantified risk profile with targeted mitigations and tracks mitigation impact over time,
turning ‘red is good’ (surface risks early) into ‘more green is better’ (prove mitigations
work).

 ROI shows up as fewer failed initiatives, accelerated execution cycles, and reduced waste. Many clients achieve returns greater than 10x compared to licensing costs.

 DCMI provides concise dashboards and summaries: risk heatmaps, top mitigations, and progress updates. This gives boards confidence in governance and decision-making.

 ICRA adapts to all contexts. Enterprises apply it to complex portfolios, mid-market teams focus on major programs, and startups use a streamlined version to build adoption strength early.

 DCMI highlights human-centric risks like trust in AI, role clarity, stakeholder legitimacy, and workforce readiness—factors too often ignored.

 Team input takes 20–30 minutes, with results and mitigation plans available in just a few weeks.

 No. DCMI complements existing methods by providing quantifiable insights and prioritizing the actions that matter most.

 Success is measured through reduced risk exposure, adoption rates, delivery to plan, and realized benefits. Dashboards make progress visible and actionable.

 Partners license ICRA to embed into transformation offerings, gaining a defensible, data-driven approach that drives ongoing value.

 Unlike maturity scores or static checklists, DCMI quantifies people-risk and tracks mitigation effectiveness, producing actionable outputs within weeks.

 Yes. Language, weightings, and success factors can be tailored to industry or client needs while maintaining benchmark comparability.

 Benchmarks are drawn from anonymized client data and research, normalized by sector and scale, and tested to ensure they predict positive outcomes.

 Options include referral, reseller, and embedded delivery. Enablement packages cover training, sales support, and co-marketing opportunities.

 The methodology combines 70+ years of implementation research with live digital and AI program data, validated across multiple industries.

 It builds on organizational change, socio-technical systems, psychological safety, and risk management theories, operationalized into measurable factors.

 Collaborations include supervised studies, validation projects, executive education modules, and joint publications.

 Yes—under strict agreements ensuring privacy, confidentiality, and sample-size safeguards.

 Finance, healthcare, manufacturing, SaaS, and public sector are covered, with ongoing expansion based on academic and client demand.

 ICRA includes regulatory checkpoints (e.g., GDPR, sector-specific) and records mitigation actions, creating audit-ready evidence.

 All data is encrypted, anonymized, and stored with strict access controls. Private and on-premise deployments are available.

 It tests for fairness, trustworthiness, and unintended use, with safeguards such as human-in-the-loop oversight and bias checks.

 Yes. Outputs include evidence trails suitable for ESG, compliance, and operational disclosures.

 By reducing wasted investment, improving workforce well-being, and strengthening governance transparency.

 Organizations receive a risk heatmap, prioritized mitigation plan, and a concise board-ready report.

 Yes. A 4-week pilot identifies critical risks, validates mitigations, and builds a case for wider rollout.

 Initial assessments take under two hours, with portfolio views available in just 2–3 days.

 Pricing is based on scope: pilot engagements, enterprise subscriptions, and partner licensing options are available.

 Support includes quarterly reviews, portfolio analytics, and advisory during critical milestones to ensure sustained success.