95% of pilots fall short.
MIT's 2025 State of AI in Business reports that 95% of enterprise GenAI pilots miss their stated objectives. Adoption discipline, not model capability, is the gap.
— MIT NANDA, 2025
Live · 44 verified cases · Georgetown capstone
RAPID
Measure your GenAI investment
with the rigor it deserves.
Most enterprises are pouring billions into GenAI; fewer than 30% report meaningful returns. RAPID diagnoses your maturity across five dimensions and benchmarks your profile against forty-four documented enterprise deployments.
95%
of enterprise GenAI pilots fall short of their stated objectives.
— MIT NANDA, 2025
82%
success rate when ≥4 of 5 adoption elements are present.
— Georgetown synthesis
23%
success rate when 0–2 adoption elements are present.
— Georgetown synthesis
44
verified enterprise deployments, 2018–2025, every claim sourced.
— RAPID dataset
Benchmarked against research from
GartnerMcKinseyMIT NANDAStanford HAIHarvardNBERForresterBCGDeloittePwCEYBloomberg
01 / The framework
Full source map Five dimensions, every one with receipts.
I · DeLone & McLean
Measurement Maturity
Whether outcomes are measured at the same rigor as engineering inputs. The largest dimension by case count — DeLone & McLean's six-factor IS success model adapted to GenAI deployment metrics.
Fig. 01 · Sample maturity profile73 Established
02 / The dataset
Forty-four verified deployments. Every claim sourced.
Drawn from peer-reviewed journals, institutional research, regulatory findings, and corporate disclosures. 23 Tier 1 sources. 21 Tier 2. Spans cross-industry, financial services, retail, technology, telecom, healthcare, education.
Browse the full tableSuccess70%
Failure20%
Partial7%
Too early2%
03 / Research findings
The numbers behind the framework.
Hiring screens: 2 of 2 failed.
Every documented enterprise hiring-screening deployment in the dataset was retracted or litigated. A 2024 academic audit found off-the-shelf LLMs preferred white-associated names 85% versus Black-associated 9%.
— 44-case dataset, 2018–2025
Adoption beats technology.
Organizations with four or more of the five adoption elements see an 82% success rate. Zero to two drops to 23%. Scope, sponsorship, and measurement outweigh model choice.
— Georgetown synthesis (Gartner N=432, MIT 2025)
04 / Inside your assessment
Every score comes with evidence.
Use case risk profile
62–100%
use case range
Know the odds before you build.
Six GenAI use case types; each with a verified success rate. Decision Support clears every deployment in the dataset. Hiring-screening: four of four retracted or abandoned.
Adoption audit
82 ↔ 23%
by element count
Five elements that decide outcomes.
Objectives. Performance tracking. Change management. Iterative deployment. Named executive sponsor. Four-of-five flips outcomes by an order of magnitude.
Failure mode analysis
43%
cite data quality #1
Map your risk surface.
Six failure categories — data, technical, organizational, strategic, measurement, economic — scored from your dimension gaps and mapped to cautionary cases.
Industry ROI context
12
industries calibrated
Benchmarked against your cohort.
Projected ROI ranges by industry — Tech 18–24%, Financial Services 15–22%, Healthcare 12–18% — with size adjustments and per-dimension peer percentiles.
Executive report
6
board-ready pages
Six pages your CFO will read.
Cover, RAPID profile, dimension breakdown with percentiles, risk assessment, 30/60/90 roadmap, methodology appendix. Generated, not screenshotted.
Shareable output
75+
unlocks badge
Every completion is a LinkedIn post.
Dynamic OG card renders your score as a branded 1200×630 image. Pre-written copy drops into LinkedIn; Advanced scorers unlock a certification badge.
What you'll receive
A six-page executive PDF, generated to match.
- Cover & profile. Executive summary with composite score and tier classification.
- Dimension breakdown. Radar, percentile vs cohort, anchor cases per dimension.
- Risk assessment. Six failure categories scored, mapped to cautionary deployments.
- 30/60/90 roadmap. Prioritized actions tied to the dimensions you score lowest on.
- Methodology appendix. Every claim cited; full source map and weighting rationale.
Generate yours Free · ~10 min
05 / How it works
From assessment to action.
01
Take the assessment
Fifteen Likert questions plus a five-element adoption audit, calibrated by industry, size, and use case.
02
Get your profile
Weighted RAPID score, radar chart, peer percentiles, and a deployment success probability drawn from 44 cases.
03
Share and act
Download the executive PDF, share a branded LinkedIn card, and follow the prioritized 30/60/90 roadmap.
Ready when you are
Measure your maturity.
Personalized RAPID profile, executive PDF, and shareable certification in under ten minutes. Free, no signup.