For enterprise AI and transformation leaders
AI adoption intelligence that stays inside your environment
PromptLeash shows how people and agents use AI across your organisation and connects it to roles and workflows. Lead adoption, direct investment to where it pays off, and build the skills your workforce needs next.
- Adoption ScoreBuilt from approved AI activity
- Role potentialMeasured against the potential of each role
- Review firstThe area to review first
- Deployed in your private environment
- Works under your security standards
- No data leaves your environment
01The problem
AI is changing how work gets done. Few organisations can steer it.
Adoption is uneven, spend is rising and roles are already changing. Most organisations can see licences and logins, but not how AI is used in the work, what it returns or what their people need next.
Adoption
75%
of knowledge workers use AI at work
Source: Microsoft and LinkedIn Work Trend Index, 2024 (opens in a new tab)
Investment
60%
of organisations are what BCG calls AI laggards, reporting minimal revenue and cost gains
Source: BCG, The Widening AI Value Gap, 2025 (opens in a new tab)
Workforce
39%
of workers' core skills are expected to change by 2030
Source: World Economic Forum, Future of Jobs Report, 2025 (opens in a new tab)
02The product
One picture of AI use. Three views.
Adoption Intelligence brings approved AI activity into a view of teams, roles and workflows.
Understand patterns across the organisation and focus the next business review.
Operations shows the lowest adoption against role potential. For your team to review.
- Classification of mortgage application documents
- Extracting regulatory requirements from policy
- Drafting client communications and reports
- Organising daily calendar and scheduling
Explore team and workflow patterns to guide coaching and process improvement.
| Role | Adoption | Role potential | Gap | Coaching focus |
|---|---|---|---|---|
| Credit Assessor | 62 | 82 | 20 | Review prompt specificity |
| Compliance Manager | 55 | 80 | 25 | Strengthen compliance prompts |
| Branch Manager | 71 | 84 | 13 | Improve output review workflow |
| Operations Analyst | 59 | 78 | 19 | Adopt structured generation patterns |
| Risk Specialist | 48 | 72 | 24 | Build scenario documentation skills |
Organisation reference: Adoption Score 68, role potential 82.
Help people understand their AI use and where to improve.
Strengths
- Consistent use of approved AI tools for daily tasks
- Good adoption of structured prompt patterns
- Actively engages with workflow-level AI guidance
Next steps
- Explore cost-efficient model selection for routine tasks
- Apply output review frameworks before submitting AI-generated work
- Build confidence with compliance-sensitive use cases
Organisation reference: Adoption Score 68, role potential 82.
03How it works
From AI activity to a decision you can act on.
01 · Sources
Connect across all sources
Agree which provider, application and agent logs are in scope.
02 · Your environment
Understand the work
Interpret activity using your organisation's roles and workflows.
Runs under your security standards
03 · Findings
Review the context
Validate mappings and findings with the people who know the work.
04 · Action
Choose the next improvement
Use what you learn to direct investment, target training and change processes, then track progress.
04Who it is for
Built for the leaders accountable for AI.
Head of AI or transformation
How do we move from AI adoption to real value, with a workforce ready for what comes next?
CIO or CTO
Which AI tools and agents are used, by which roles, and how effectively?
CFO
What is AI costing us, what is it buying, and where should budget go next?
CHRO or people leader
Which skills need support as AI takes on more of the work?
AI governance and compliance
How is AI actually being used, and does that use follow our policies?
05Deployment and trust
Deployed in your private environment. No data leaves.
PromptLeash runs entirely inside your environment, under your security standards, with no external dependencies. No telemetry, usage data or interaction content leaves it. You choose the sources in scope and when to apply updates, which ship one way, from us to you.
- Only the sources you approve
- Classified and aggregated in your environment
- Role-based access
06Development direction
Build towards a workforce of people and agents.
As AI takes on more work, leaders need to understand how roles, skills and responsibilities should change. Adoption Intelligence is the foundation. Directing Investment is releasing in stages, and Workforce Transition is in development.
Adoption Intelligence
Understand AI use, measure proficiency, and target training and coaching.
Directing Investment
Cost assessment, value attribution and vendor negotiation support today, with tooling to prioritise and monitor role and workflow changes to follow.
Workforce Transition
Exploring how to assess judgement, decision rights and critical skills as AI does more work.
07Insights
Practical ideas for better AI investment and work.
PromptLeash Announced as a Finalist for the Best Application of Responsible AI
Most responsible AI work focuses on how models are trained, tested and controlled. We took a closer look inside enterprises and found that the decisive changes sit in how thousands of people use AI every day — and an organisation cannot govern what it cannot see.
The Completion Trap of AI Adoption
Course completions measure what was made available, not what changed. They say nothing about whether prompts written in month six are better than the ones written in month one — and that blind spot is where the AI Tax hides.
GitHub Copilot Just Ended An Era. Your Other AI Tools Are Next.
On June 1, 2026, GitHub Copilot moved every plan from flat-rate request limits to token-metered AI Credits. It looks like a pricing tweak, but it is a leading indicator: usage-based billing is coming to every agentic AI tool, and most enterprises have no visibility into the two-sided spend problem it exposes.
Bring your next AI investment question.
See how PromptLeash can help you understand current AI use, identify improvement opportunities and plan the next step for your organisation.