AI TokenScope — Human-AI Crafted Insights — The fastest teams run on Claude, and on TokenScope
Give your team AI.
Keep control of the cost.
TokenScope lets your team use Claude freely — and shows you exactly what they're doing with it, what it costs, and whether it's driving real results. No code changes. Works in 60 seconds.
Monthly Spend
$1,847
+12% vs last month
Prompts Today
2,341
Across 3 projects
Budget Used
61%
$3k of $5k
Out-of-Scope
4.2%
↓ from 9% last week
Built for teams that take AI seriously
< 5ms
Added latency
~90%
Token cost savings via caching
4-level
Budget enforcement
1 line
To integrate
One platform. Everyone's covered.
Whether you're signing the invoice, building the product, or approving the budget — TokenScope gives you exactly what you need to see.
Your team runs on AI. Know if it's paying off.
See every Claude call across your whole company — by team, by project, by person. Know your monthly AI bill before it arrives. Prove ROI to yourself and your board.
- Real-time spend by team & project
- Is AI usage on-topic for the work?
- Board-ready quarterly investment report
- Catch waste before the invoice hits
Hard budgets. Real enforcement. No surprises.
Set monthly AI budgets at department, project, and team level. The proxy blocks requests the moment a limit is hit — not after you reconcile the card statement.
- Monthly limits per cost center & project
- Automatic block when budget is exceeded
- CSV export for ERP / chargeback
- Forecasting based on current run-rate
They keep coding. You get governance.
Developers swap one environment variable. Their code, their SDK, their workflow — all unchanged. They get a shared knowledge base that cuts token costs by up to 90%.
- Zero code changes required
- Works with Python, Node, .NET, curl
- Shared prompt knowledge base
- Automatic prompt caching (< 5ms overhead)
From "I hope this is working" to "I know exactly what's happening"
Most teams adopt Claude fast. Visibility and control come much later — if at all.
- ✕Monthly Anthropic bill arrives — no idea which team spent what
- ✕Developers using Claude for personal tasks on company tokens
- ✕No way to know if AI is actually improving team output
- ✕Can't enforce budgets until the overage already happened
- ✕Board asks "What are we getting from AI?" — you have no answer
- ✕Knowledge shared in Slack, forgotten in a week
- Real-time dashboard: spend by team, project, and person
- Every prompt classified — on-scope or flagged automatically
- Relevance scoring proves which projects generate real output
- Hard budget caps enforced at proxy level, before the spend
- One-click quarterly AI investment report — board-ready PDF
- Approved prompts cached and reused — up to 90% token savings
Everything your business needs to scale AI responsibly.
Purpose-built for teams using Claude — not adapted from a generic API gateway or monitoring tool.
Prompt relevance scoring
Every prompt is scored 0–100 against the project's approved scope. Out-of-scope usage is flagged, warned, or blocked — you decide the threshold.
4-level budget control
Set hard limits at the user, project, cost center, and company level. The proxy blocks the request the moment any limit is hit.
Board-ready reports
Quarterly AI investment reviews, FinOps spend breakdowns, and compliance audits — all generated automatically and exportable as PDF or CSV.
Shared knowledge base
Approved prompts are stored once and injected automatically by the proxy. Teams reuse the best prompts without copying them into code.
PII & data protection
Every prompt is scanned for names, emails, credentials, and secrets before it leaves your network. Alert or block sensitive data exposure.
Alerts & policy engine
Set rules for relevance thresholds, budget limits, model restrictions, and data exposure — each with Allow, Warn, or Block actions.
Team & role management
Invite team members, assign roles, create groups, and scope API keys to departments or projects. Everyone gets exactly the access they need.
AI-powered insights
Ask questions about your team's AI usage in plain English. "Which project is over budget?" "Who has the most blocked prompts?" — answered instantly.
Full audit trail
Every prompt, every token, every policy decision — logged, searchable, and exportable. Compliance and security teams love it.
Business owners love it. Developers tolerate the 60 seconds.
What teams say after the first month.
“We went from a mystery Anthropic bill every month to knowing exactly which team spent what — before the invoice. Game changer for our finance process.”
Sarah K.
CFO, SaaS company · 35 employees
“Our developers were using company API keys for side projects. TokenScope caught it in the first week. The out-of-scope classifier pays for itself.”
Marcus R.
CTO, Digital agency · 12 devs
“I can finally answer the board's question: 'What are we getting from AI?' The quarterly report takes one click. That's worth every cent.”
Priya P.
CEO, Consulting firm · 60 staff
Up and running before your next standup
Business owners set it up. Developers connect in seconds. Everyone wins.
Set up your workspace in 2 minutes
Create your company workspace, add your projects, set monthly AI budgets for each team. No technical knowledge needed — it's as easy as a spreadsheet.
Developer swaps one env variable
Your developer changes one environment variable to point at the TokenScope proxy. Their code doesn't change. Takes 60 seconds.
Insights start flowing immediately
Every Claude call is automatically classified, costed, and logged. Open your dashboard and you'll see what's happening across your whole team in real time.
Your developers need 60 seconds. Not a sprint.
TokenScope is a drop-in proxy. It speaks the exact same API as Anthropic. Existing code, existing SDK, existing workflows — unchanged.
- Python · Node.js · .NET · Ruby · Go
- LangChain, LlamaIndex, any framework
- Raw HTTP / curl
- All Claude models supported
# Before — raw Anthropic
ANTHROPIC_BASE_URL=https://api.anthropic.com
ANTHROPIC_API_KEY=sk-ant-api03-...
# After — full governance, zero changes
ANTHROPIC_BASE_URL=https://proxy.aitokenscope.com
ANTHROPIC_API_KEY=ts_proj_live_abc123...
100%
Prompts classified
< 5ms
Added latency
Real-time
Budget enforced
Every call
Audit log
Your team is already using Claude.
Start managing it.
Free plan forever. See your first insight within 5 minutes of signing up. No credit card. No developer needed to start.