We build AI that works
for people, not just engineers.
Data To Insight AI was founded on a single belief: the most powerful AI tools should be accessible to every business — not just the ones with a full AI engineering team.
Turning raw AI potential into measurable business results.
Most companies adopting AI face the same invisible wall: the technology works, but no one can see what's happening, what it costs, or whether it's actually driving the business forward.
We built Data To Insight AI to tear down that wall. Our products connect the gap between raw AI capability and the governance, visibility, and cost attribution that business leaders need to scale AI with confidence.
We call it Human-AI Crafted Insights — intelligence that is built by humans, powered by AI, and designed to make every person in your organisation more effective.
Clarity over complexity
AI should make your business clearer, not more confusing. Every feature we build earns its place by simplifying a decision someone has to make.
People first, technology second
The best AI tools disappear into the workflow. We obsess over the human experience so our customers never have to think about the technology underneath.
Responsible by design
Governance, safety, and cost control are not afterthoughts. They are built into the foundation of everything we ship.
Built for every business
From a 10-person startup to a 500-person enterprise — our tools work at any scale, without requiring a dedicated AI team to run them.
The company behind the products
Data To Insight AI is an AI product company focused on making enterprise AI adoption safe, measurable, and sustainable. We build two complementary products — one for knowledge, one for governance.
AI Governance & Investment Control
TokenScope is the governance layer for teams using Claude. It sits between your application and the Anthropic API — classifying every prompt, enforcing budgets, detecting risk, and giving business leaders complete visibility into their AI investment.
- Real-time spend by team, project & person
- Prompt relevance scoring — is AI on-topic?
- Hard budget enforcement at the proxy level
- Board-ready quarterly investment reports
- Shared knowledge base with prompt caching

Enterprise AI Knowledge & RAG Platform
DTIA is our enterprise knowledge assistant — an on-premise or cloud RAG system that connects to your company's existing tools (Confluence, SharePoint, Slack, Teams) and makes that knowledge instantly searchable and actionable through AI.
- Connects to Confluence, SharePoint, Slack, Teams
- On-premise or cloud deployment
- Private — your data never leaves your environment
- Natural language Q&A over company knowledge
- Generates Claude usage — TokenScope governs it
DTIA generates AI usage — TokenScope governs it. Together they give your organisation a complete AI layer: knowledge retrieval, governance, cost control, and accountability, all in one ecosystem.
The problem we kept seeing
Every company we talked to had the same story. They'd started using Claude. Their teams loved it. Productivity went up. Then the finance team got the Anthropic bill and asked “what did we actually get for that?” — and no one had an answer.
The problem wasn't the AI. The problem was that Claude usage was invisible. Nobody knew which team spent what, whether the prompts were relevant to actual work, or how to compare AI spend to business outcomes. The governance layer that enterprises expect from any other technology was simply missing.
So we built it. A transparent proxy that requires zero code changes, classifies every single prompt for relevance and risk, enforces budgets in real time, and gives business leaders the reporting they need to make confident decisions about their AI investment.
We built it as a SaaS product so that any business — not just the ones with three AI engineers to spare — can deploy enterprise-grade AI governance without a lengthy engineering sprint.
“The fastest teams in the world run on AI. The sustainable ones run on AI and on visibility.”
— Data To Insight AI
Built to scale with your business
< 60s
To integrate
< 5ms
Added latency
Up to 90%
KB token savings (eligible cached tokens)
5 levels
Of budget control

Ready to see your AI investment clearly?
Start with the free plan — no credit card, no developer required. Your first insight appears after the first governed request.
Questions? Email us at hello@aitokenscope.com