Reduce AI input token costs by 80-95% — validated on real multi-turn production sessions
FRUX is a transparent optimization layer that eliminates redundant context, preserves semantic meaning, and lowers AI costs without changing your workflows.
Validated in production
Real-world test results from a multi-turn AI coding session
51-turn coding session, 7 files, multi-file dependencies, full test suite passing
Results depend on repetition; highest savings in multi-turn, multi-file workflows.
How FRUX Works
A transparent proxy that reduces token transmission without changing AI behavior
Detect repeated content
FRUX identifies files, context, and artifacts that remain stable across conversation turns.
Replace with compact references
Repeated content is replaced with semantic references (hashes) that are orders of magnitude smaller.
Rehydrate transparently
The AI model receives the full context. Only the transmission format changes.
"The AI sees the same meaning. Only the transmission changes."
Savings-as-a-Service
No fixed fees. FRUX earns only a percentage of verified savings. If we don't save you money, the cost is zero.
How the pricing works
Start without any commitment. We integrate alongside your existing setup.
FRUX tracks your actual token usage before and after optimization.
FRUX earns only if it generates real, measurable savings.
If verified savings are $0, the cost is $0.
FRUX earns only if it generates real, measurable savings for you.
Deployment options
SaaS
OPEX- Instant start, no infrastructure required
- Managed updates and maintenance
- Pay-as-you-save model
On-prem / Private Cloud
CAPEX + optional support- One less internet hop (lower latency)
- Full data control and isolation
- Compliance-friendly deployment
- Setup + optional support/SLA
Where FRUX delivers results
Proven across different AI workloads with varying repetition patterns
AI Development & Coding Assistants
Multi-turn coding sessions with file references achieve the highest savings.
- Claude Code, Cursor, GitHub Copilot
- Code review and refactoring agents
- Documentation generation
Compliance & Document-heavy AI
Regulatory documents and policies referenced repeatedly across queries.
- NIS2, GDPR, ISO compliance checks
- Contract analysis and review
- Policy Q&A systems
Enterprise AI Workflows & Agents
Agentic workflows with persistent context and knowledge bases.
- Customer support agents
- Internal knowledge assistants
- HR interview and assessment systems
7-day measured pilot
See exactly how much you can save with zero risk
We set up FRUX alongside your existing AI setup
We track tokens, cost, and latency for 7 days
You receive a detailed written report with findings
No obligation if savings are not meaningful
No commitment required. Walk away if the numbers don't work for you.
Patent pending (USPTO)
TVP technology protected under provisional patent application
Production validated
Used internally across compliance, anti-phishing, IoT, AI coding, and HR platforms
Enterprise-ready
Designed for auditability, data isolation, and regulatory compliance