Optimize your AI use
Know what your AI spend actually buys you.
Tokenomica turns every AI session — Claude, GPT, Gemini, whatever your team runs — into a plain-English brief: what you spent, whether it worked, where it breaks, and the one habit to fix next. Then it proves the advice paid off.
Sessions
16
Total cost
$1,886.53
Total tokens
3570.1M
Saved by caching
≈$11,461
The brief
Six sentences, every week. No dashboards to decode.
Tokenomica reads your sessions — across every model and provider your team uses — and writes the brief for you: what you spent, what worked, the habit costing you the most, and proof that fixing it moved the number. Here’s a real one, from a Claude-heavy week:
The brief · this week
- Money:
- You spent $1,887 on Claude across 16 sessions — and caching already saved you about $11,461 on top of that.
- Did it work:
- 0 of 16 sessions fully succeeded and 3 failed. Your overall “did it work” score is 0.55 out of 1, and it’s trending UP (0.54 → 0.57) — you’re getting better.
- How you ask:
- Your most common habit to fix is piling new, unrelated asks into a running session (63% of sessions). Quick fix: finish one task, then /clear before starting the next.
- Where it breaks:
- Sessions mostly stall on re-editing the same files over and over and re-reading the same files (lost context).
- Biggest win:
- Your agent re-edits the same feature implementation files a lot — have it double-check its work before you move on.
- Proof it works:
- You leaned into plan mode (25% → 63%) and your score climbed 0.54 → 0.57. The advice paid off.
Meet Tokenomica
Say hello to Tokenomica.
The 8 brain regions on the left light up as token activity moves through them, with each simulated tool call streaming into the log beneath. The orb on the right responds in real time — switch its visualisation between Brain Scan and Ping Pong.
Brain regions · live
firing- Prefrontal Cortex — Planning & Reasoning
- Motor Cortex — Tool Execution
- Parietal Lobe — Architecture & Structure
- Visual Cortex — File Reading
- Broca's Area — Code Generation
- Wernicke's Area — Language Understanding
- Temporal Lobe — Web Search & Retrieval
- Cerebellum — Precision & Refactoring
Token stream
live- Awaiting activity…
Drag to rotate
Why Tokenomica
Token economics will define who wins the next decade.
In a world transformed by transformer-based productivity, every prompt your team writes is an economic decision. Multiplied across projects, teams, and quarters, those decisions compound into the difference between a company that ships and one that pays — for the same output.
The companies pulling ahead aren't the ones with the most engineers. They're the ones whose engineers learn from every session — and whose teams learn from each other. Tokenomica is the observability and shared-learning layer that makes that operational.
See every token, by region
Where it went, what it did, what it produced — broken down by brain region, project, and engineer. The first time anyone can credibly answer "where did this month's tokens actually go?"
Optimize what works
Your top engineers' AI habits — prompt shape, tool sequence, region balance, model choice — surfaced so the rest of the team can adopt them. Every session quietly trains the next one.
Compound across teams
Patterns don't stay locked inside one project. A discovery on the platform team lifts the mobile team's next sprint. The same playbook runs across every workspace in your org.
Network effects, instantly
Anonymized benchmarks vs the rest of Tokenomica tell you whether you're spending wisely — without your data ever leaving your org. Opt-in. Always private. Always comparable.
The next decade's market caps will sort by token leverage. Tokenomica is how your team stays on the right side of that line.
What it is
Observability you actually want to look at.
Every dashboard tells you what your AI did after the fact. Tokenomica shows you the work as it happens — file edits, web searches, planning, code generation — each one a firing in the brain region it belongs to.
And the orb has a face. Tokenomica grows a friendly avatar that watches the brain alongside you, comments on patterns, and answers questions out loud. A dashboard you check once a week is worth less than a colleague you keep in the room.
How it works
Eight regions. Every kind of work.
A tiny relay tails every agent session — Claude Code out of the box, any model or runtime via senders — classifies each tool call into one of eight brain regions, and streams it to the brain over a live connection.
Prefrontal Cortex
Planning & Reasoning
Task, TodoWrite, long-form thinking
Motor Cortex
Tool Execution
Bash, Write, SlashCommand
Parietal Lobe
Architecture & Structure
MCP tools, integrations
Visual Cortex
File Reading
Read, Glob, Grep, LS
Broca's Area
Code Generation
Assistant code blocks
Wernicke's Area
Language Understanding
Assistant prose
Temporal Lobe
Web Search & Retrieval
WebSearch, WebFetch
Cerebellum
Precision & Refactoring
Edit, MultiEdit
Who it's for
From one developer to the whole org.
Hobby · Free
Individual developers
Anyone building with AI agents who wants to see their own sessions come alive as they happen.
Pro
Engineering teams
A shared, private brain showing what every team member’s AI sessions are doing — scoped to your company.
Executive
Executives
Sign up 100% of your engineers and get one anonymized, descriptive view of what the whole org is shipping.
The flywheel
Every user makes Tokenomica worth more.
Customers aren't just buying observability — they're buying access to a benchmark that improves with every session and that nobody outside Tokenomica can replicate.
More teams join
More developers and companies join Tokenomica.
Benchmark sharpens
Every session sharpens the optimization benchmark.
Savings compound
Sharper recommendations cut real token spend.
ROI drives growth
Stronger ROI drives more signups — and the loop spins faster.
→ and the loop repeats, compounding.
What you can see
Questions no dashboard answers today.
Where the budget goes
Per-region token totals reveal whether spend skews toward generation, reading, or planning.
Your high-leverage users
The token-per-output ratio of your best AI users is a pattern the rest of the team can learn.
Optimization, benchmarked
Compare your config against high-efficiency teams and get concrete changes that lower token use.
The executive pulse
A live, anonymized view of what every team is shipping — velocity without surveilling individuals.
Pricing
Pricing that scales with your team.
Start free as an individual. When your team is ready, upgrade in one click — your data and history come with you. Enterprise plans add SSO, data residency, and a signed SLA.
Free
€0/ month
For individuals and small teams exploring AI-assisted coding.
- Up to 3 users
- One month of data history
- Brain Scan + Ping Pong + Head Phones + Sleep / Wake modes
- Voice agent on the landing
- Community support
Team
Most popular€7/ seat / month
first 3 seats free
For engineering teams that ship together.
- First 3 seats free
- Unlimited data history
- Custom branding (colors, logo, domain)
- Per-user signed API tokens
- Email + chat support
- Org-bounded learning loop
Enterprise
Custom
For organizations with security and compliance needs.
- Everything in Team, plus:
- SAML SSO + SCIM provisioning
- US or EU data residency
- Customer-managed encryption keys
- SOC 2 Type II, GDPR, CCPA
- Dedicated success manager + uptime SLA
All plans bill in USD. Switch cadence at any time from your workspace settings.
Security
Built to deploy across an engineering org.
No source-code transmission
Only metadata leaves your machine — tool name, region, token count, file path. Never file contents or prompts.
Per-user revocable tokens
Each contributor pushes via their own token. Rotate or kill any token without restarting the hub.
Tenant isolation
Each Pro company gets a private hub with its own data store and domain-restricted signup.
PII & secret scanning
A server-side filter drops any event that looks like a key, token, or password before viewers see it.
Audit log
Every login, token mint, and admin action is logged with timestamp and actor — exportable for SOC 2.
Right to delete
Contributors and companies can purge all historical data within 24 hours, with an erasure receipt.
See your AI think.
Watch your AI work light up in real time.
Free to start — no card, just an email.
Launch Tokenomica