AgentRealityScore
A diagnostic dashboard where mid-market operations leaders answer 20 plain-English questions about their workflows and get a calibrated score on whether AI agents are likely to deliver ROI in the next 12 months — backed by anonymized data from public layoffs like Meta's.
COO, head of operations, or transformation lead at a 200–5,000-person company considering an AI agent rollout
- 20-question diagnostic covering data quality, process standardization, exception rates, and change-management capacity
- Calibrated score (0-100) with a 'deploy now / wait 6 months / reconsider' recommendation and confidence level
- Library of 30+ anonymized case studies (e.g., Meta's $145B agent push, Klarna's rollback) showing what failed and why
- Board-ready PDF export with risk callouts and a roadmap to raise the score over time
Meta just laid off 8,000 people betting on agents that didn't progress as fast as leadership claimed, and that 'miscalculation' headline is being read by every operations leader under pressure from their board.
Meta layoffs story is widely confirmed (NYT, Entrepreneur, TechTimes) and ops leaders are actively seeking AI agent ROI frameworks — IBM, Microsoft, and multiple ROI calculator sites already serve this audience, indicating real pull.Meta Lays Off 8,000 Employees, as A.I. Casualties Mount ↗How business leaders can realize ROI with AI Agents | IBM ↗AI Agent ROI Calculator: Enterprise Business Case Template ↗
Market is crowded — IBM, Microsoft Assessments, Readiness-Assessment.ai, OpenEmpower, CloudExecutiveConsultants, Ijonis, Kodexolabs, and Bswen already offer AI readiness/ROI assessment tools and frameworks targeting the same ops leader buyer.Assessments | AI Readiness Assessment - learn.microsoft.com ↗AI Readiness Assessment | Enterprise AI Strategy Platform ↗How to Price an AI Readiness Assessment: What the Market Actually Pays ... ↗
Clear willingness to pay — market pricing data shows AI readiness assessments command $3K–$200K with 35-40% conversion, and vendor ROI calculators monetize via lead-gen for high-value consulting engagements.How to Price an AI Readiness Assessment: What the Market Actually Pays ... ↗AI Readiness Assessment: What It Costs, What It Covers,… ↗
AI agent deployment and ROI skepticism will persist as a multi-year board-level concern, though the specific Meta narrative anchor will fade within 12-18 months and the product must evolve beyond it.How to Measure AI Agent ROI: A Framework for Leaders ↗
A 20-question scored dashboard is technically trivial to build, but the value depends entirely on the proprietary 'calibrated' dataset behind scores — sourcing and maintaining that anonymized benchmark data is the real lift.