TokenOptimizer by BlackRiver AI identifies, measures and eliminates unnecessary AI spend across OpenAI, Claude, Gemini, copilots, agents, RAG pipelines and internal LLM systems.
Estimated Annual AI Waste
Illustrative example based on typical enterprise AI deployments.
Current monthly spend
€312k
Potential reduction
59%
Oversized agent context
Claude / Cursor / internal agents
Duplicate requests
Repeated prompts and workflows
Wrong model selection
Premium models used for cheap tasks
potential unnecessary tokens
duplicate request patterns
possible targeted reduction
annual savings range
Compatible with your existing AI stack
Bring your own keys, keep your current vendors, and let TokenOptimizer measure, route, cache and reduce waste before tokens hit your bill.
OpenAI
GPT APIs
Anthropic
Claude
Gemini
Mistral
Models
Groq
Inference
Azure
OpenAI
AWS
Bedrock
OpenRouter
Routing
Cursor
AI coding
GitHub
Copilot
Provider and product names are trademarks of their respective owners. Compatibility does not imply partnership, sponsorship or endorsement.
The real problem
The invoice says “API usage”. It does not tell you which teams, agents or workflows are burning money for no business value.
Oversized contexts, repeated prompts, uncompressed histories and agent loops create invisible cost leakage.
Premium models are often used for tasks that could run on cheaper providers or smaller models without business impact.
Executives see a growing AI bill, but not the exact source, owner, workflow and possible saving for each cost center.
Free assessment
No deployment. No migration. No board meeting. Give us a high-level view of your AI usage and we will show where savings are likely hiding.
01
Spend range
Monthly AI cost by provider.
02
Usage shape
Apps, agents, teams, APIs.
03
Waste estimate
Likely savings and next step.
Built for your first sales conversation
Input
“We spend around €80k/month on AI.”
Output
Potential waste: €384k-€768k/year
Next step
Board-ready audit proposal
AI Cost Audit
TokenOptimizer is not just a gateway. It is a cost intelligence layer for enterprise AI usage. We audit the spend, identify waste, quantify savings and deliver an executive report.
Providers, applications, copilots, agents, teams and workflows.
Duplicate calls, oversized prompts, wrong model choice, unused context and unnecessary RAG payloads.
A board-ready report with yearly waste, owners, priorities and implementation roadmap.
Board summary
Annual spend
€3.1M
Potential savings
€1.84M
Sample numbers shown for illustration. Real output depends on your traffic, providers and workflows.
Get this report for your companyWho uses it
Different buyers. Same pain: the AI bill grows faster than the visibility.
Protect margin before API costs eat the business model.
Control company-wide AI usage across teams and providers.
Reduce waste from long contexts, RAG payloads and loops.
Deliver measurable savings reports for clients.
Why BlackRiver AI
Most AI vendors benefit when you consume more tokens. BlackRiver AI is aligned with the opposite outcome: less waste, lower spend, better control.
Independent cost lens: see AI spend by value, not just volume.
Executive reporting: give CFOs, boards and IT leaders a clear savings map.
Technical execution: move from audit to live optimization without rebuilding everything.
Positioning
“Every unnecessary token is a small leak. At enterprise scale, leaks become millions.”
TokenOptimizer helps organizations turn AI cost chaos into measurable, controllable infrastructure economics.
Optimization platform
Deploy TokenOptimizer as a drop-in gateway, analytics layer and policy engine across your AI providers.
Use the right provider and model for each request.
Remove useless tokens before they hit the API.
Avoid paying twice for repeated prompts and workflows.
Track savings by provider, team, product and workflow.
Built for developers too
For technical teams, TokenOptimizer works as a drop-in replacement for OpenAI-compatible clients and supports OpenAI, Anthropic, Google, Mistral, Groq and more.
import { OpenAI } from 'openai';
const client = new OpenAI({
baseURL: 'https://api.tokenoptimizer.com/v1',
apiKey: process.env.TOKEN_OPTIMIZER_KEY,
});
const response = await client.chat.completions.create({
model: 'gpt-4o',
messages: [{ role: 'user', content: 'Analyze this report' }],
});
// TokenOptimizer compresses, caches and routes
// before the request reaches the provider.Security & control
Enterprises need savings, but they also need control, traceability and predictable operations.
Keep existing provider accounts while TokenOptimizer measures and reduces waste.
Define routing, model selection and usage rules by team, product and workflow.
Keep visibility into requests, savings opportunities and optimization decisions.
ROI calculator
Move the slider to simulate your current monthly AI spend.
Annual AI spend
€1,200,000
Potential waste found
€720,000
Optimized annual cost
€480,000
Calculator assumes 60% potential optimization. Actual savings depend on traffic mix, providers, prompts, context size and workflows.
Commercial offer
For companies that want a first estimate before committing to an audit.
For companies ready to detect waste and receive a board-ready savings report.
For teams ready to deploy live savings and enterprise controls.
Request assessment
Send your request and we will prepare a free assessment, audit proposal or invoice depending on your needs.
Response prepared for decision makers
Works for SaaS, enterprise IT and internal AI teams
Audit and implementation options available