By industry · Technology / Software
GenAI investment maturity for Technology / Software.
5 verified deployments and audits in Technology / Software, drawn from the 44-case dataset behind the RAPID framework. Documented efficiency gains, top failure modes, and the where-it-is-working / where-it-is-not split below.
Range anchored by an NBER study (n=5,179), ZoomInfo's Copilot rollout, and Airbnb's test-migration work. Higher data maturity and talent availability support the upper end.
Verified cases
5
3 success · 2 failure · 0 partial
Success rate
60%
across 5 measurable cases
Efficiency gain
14-30%
of working time, from documented cases
Cited cases
3
anchoring the efficiency range
Spotlight cases
Working: success spotlight
Fortune 500 Customer Service Provider
14% productivity increase; 34% improvement for novice workers
CASE-014 · 2023 · Tier 1 · 14% avg productivity gain; 34% for novices
Read sourceCautionary: failure spotlight
Amazon
Encoded gender bias through indirect markers
CASE-010 · 2018 · Tier 1 · Abandoned system; reputational damage
Read sourceTop failure modes in Technology
Where Technology / Software GenAI deployments most often broke down across the cases in the dataset.
- Data1 case
- Technical1 case
Where Technology is deploying GenAI
Functions that appear most often across Technology / Software deployments in the dataset.
All Technology / Software cases (5)
Amazon · CASE-010 · Tier 1
Encoded gender bias through indirect markers
Failure · Abandoned system; reputational damage · source: ACLU
Fortune 500 Customer Service Provider · CASE-014 · Tier 1
14% productivity increase; 34% improvement for novice workers
Success · 14% avg productivity gain; 34% for novices · source: NBER
Zillow · CASE-017 · Tier 1
Failed to predict rapid price swings across local markets
Failure · $500M+ losses; business unit shut down · source: Journal of Information Systems Education
ZoomInfo · CASE-032 · Tier 2
33% suggestion acceptance rate; 20% line acceptance rate; 90% of developers report time savings (median 20%); 72% developer satisfaction
Success · Median 20% time reduction on tasks; 63% of devs report more tasks per sprint · source: ZoomInfo Engineering
Microsoft (Copilot Trial) · CASE-038 · Tier 1
Controlled experiment measuring enterprise productivity impacts
Success · source: NBER
Direct line · Technology
Want a Technology-specific RAPID briefing?
Send a few sentences about where the team is. The response is anchored in the Technology / Software cases above and arrives within two business days.