Find the AI pilot worth funding.
A fixed-scope, 3-week diagnostic that turns operational pain into a quantified investment case.
Investment cases for AI pilots.
Getting vibe code apps production ready.
Embedding AI into development teams.
TokenEffect gives leaders the evidence to fund the right AI pilot, take useful prototypes to production, and help development teams use AI coding tools with proper engineering controls.
A fixed-scope, 3-week diagnostic that turns operational pain into a quantified investment case.
A fixed-scope, 1-week diagnostic that turns a working AI prototype into a secure corporate asset.
Practical advisory for engineering leaders who need AI coding tools used with clear standards, review patterns, testing expectations, and production controls.
Most organisations are not short of AI ideas. They are short of evidence, ownership and a safe route to production.
TokenEffect turns those questions into a structured diagnostic. Fixed fee. Fixed scope. Clear decision.
Prioritised AI opportunities, scored by value, feasibility, risk and complexity.
Code, data, security and deployment evidence that IT can review and act on.
Clear recommendations for board, CFO, IT or CTO sign-off.
Practical standards for AI-assisted delivery, review, testing, documentation, and production control.
A customer had built a useful operational application in Replit. TokenEffect helped shape it into a secure customer deployment model with identity, API controls, SAP and SQL Server integration, CI/CD, secret management, and auditability.
Read the case study →