TOKENEFFECT

Operational AI,
made fundable
and shippable.

Investment cases for AI pilots.
Getting vibe code apps production ready.
Embedding AI into development teams.

Evidence before AI spend. Control before AI scale.

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.

AI Value Case

Find the AI pilot worth funding.

A fixed-scope, 3-week diagnostic that turns operational pain into a quantified investment case.

£8,700 fixed fee 3 weeks Board-ready decision pack
View AI Value Case
Vibe Code to Real Code

Turn vibe code into real code.

A fixed-scope, 1-week diagnostic that turns a working AI prototype into a secure corporate asset.

£4,500 fixed fee 1 week Engineering-ready specification pack
View Vibe Code
AI for dev teams

Embed AI into development teams without losing engineering discipline.

Practical advisory for engineering leaders who need AI coding tools used with clear standards, review patterns, testing expectations, and production controls.

Contact us for pricing Scoped to your team and tooling Standards, review, testing, and production controls
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Built for the messy middle

You know AI could help. You need evidence before spend.

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.

Investment cases

Prioritised AI opportunities, scored by value, feasibility, risk and complexity.

Production readiness

Code, data, security and deployment evidence that IT can review and act on.

Decision packs

Clear recommendations for board, CFO, IT or CTO sign-off.

Development team enablement

Practical standards for AI-assisted delivery, review, testing, documentation, and production control.

Case study

From Replit prototype to production-ready deployment.

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
Architecture visual showing prototype, API controls, CI/CD, and isolated production customer environments
Operational insight.
Commercial logic.
Engineering discipline.
AI pilots worth funding
Vibe-coded apps ready for review
Development teams using AI with discipline
Evidence leaders can act on
Book a 30-minute fit call