The research, conducted by AI platform company CambrianEdge.ai in partnership with the Cambridge Central Asia Forum, Stanford SEED, and others, puts a number on a pattern many enterprise teams have felt but struggled to quantify. Among organisations with no collaboration infrastructure — no shared tool access, prompt libraries, training, or quality standards — only 32 percent report significant impact from AI. Among organisations that have implemented all five of what the study identifies as critical infrastructure layers, that figure reaches 100 percent.
Fifty-five percent of respondents describe isolated, solo AI use as their primary operational bottleneck. Sixty-two percent have no defined process for handing off AI-generated work to human review, and 27 percent of organisations operate with zero collaboration infrastructure of any kind.
"Most organisations spent the last two years asking which AI model to subscribe to, forgetting to ask how their teams were supposed to work with it. Adding AI to a system built for siloed work is like putting electric lights in a building designed for candles; the architecture needs to change, not just the bulbs. True economic value only materialises when companies abandon a fragmented stack of individual tools and build a shared, continuous workflow."Harjiv Singh, Founder and CEO, CambrianEdge.ai
The findings sit alongside a concurrent BCG study of 300 global CMOs, cited in the report, which found that while 96 percent of those executives say AI is driving end-to-end transformation, nearly half still restrict it to discrete tasks performed by individual employees.
The data on organisations that shifted to a unified collaborative platform is more encouraging. Among the 775 tracked users who moved from fragmented tools to a single integrated environment, the active engagement rate post-onboarding reached 98 percent. Concerns about security, skills gaps, and return on investment largely disappeared in that cohort; 56 percent of them reported that their remaining obstacle was simply execution velocity.
"AI has arrived at a threshold where the technology is ready, but the organisational architecture has not kept pace. If we do not address this through deliberate design, we risk reducing a transformative technology to a mere collection of individual tools. The conversations we must have now, in Parliament and in boardrooms alike, must ensure that as we shape this future, intelligence remains human."Lord Raj Loomba CBE DL, Member of the House of Lords
CambrianEdge.ai, which describes itself as a human-centred AI-native marketing operating platform, launched in the UK at the House of Lords on 24 June 2026. The full preliminary findings are available at cambrianedge.ai/ai-at-work-collaboration-gap.
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