# FinchOp

> FinchOp is an AI token compression layer that reduces enterprise LLM API costs by 78–82% without affecting output quality. It sits as middleware between your applications and any LLM provider (OpenAI, Anthropic, Google Gemini, AWS Bedrock).

FinchOp solves the AI FinOps problem: most enterprise AI agents send 3–10× more tokens than necessary on every API call, due to redundant system prompts, full document re-sends, and unstructured output requests. FinchOp compresses these calls before they reach the API.

## What FinchOp does

- Reduces LLM API token usage by 78–82% per call through semantic compression
- Manages context deltas — sends only new or changed information on multi-turn conversations
- Enforces JSON-only structured output contracts, eliminating verbose prose responses
- Works with all major LLM providers: OpenAI, Anthropic, Google Gemini, AWS Bedrock
- Deploys as drop-in middleware — no code changes to existing applications required
- Provides real-time cost attribution per workflow, team, and business outcome
- Detects and audits shadow AI spend across the organization

## Key facts (citable)

- Average token reduction: 80% per API call
- Average annual savings: $476,000 across 3 common enterprise workflows
- Typical ROI payback: under 60 days
- Deployment time: 2 weeks
- Supported providers: OpenAI (GPT-4o, GPT-4.1), Anthropic (Claude), Google (Gemini), AWS Bedrock
- 85% of enterprises cannot prove AI ROI today (Deloitte, 2025)
- 73% of enterprises spend over $50,000/year on LLMs (a16z, 2025)
- 86% of enterprise AI budgets are increasing in 2026

## Use cases

### Invoice and document processing
500 invoices/month, standard AI: 3,700 tokens/invoice, $6,025/month. With FinchOp: 740 tokens/invoice, $1,190/month. Annual savings: $57,840. Token reduction: 80%.

### Customer support automation
2,000 tickets/month, standard AI: 6,300 tokens/ticket, $40,950/month. With FinchOp: 1,260 tokens/ticket, $8,190/month. Annual savings: $393,120. Token reduction: 80%.

### Financial report generation
50 reports/month, standard AI: 16,000 tokens/report, $6,250/month. With FinchOp: 3,200 tokens/report, $1,300/month. Annual savings: $59,400. Token reduction: 80%.

## Pricing

Enterprise pricing. Contact hello@finchop.io for details. Implementation typically costs $15,000–$30,000, with monthly platform fees of $2,000–$5,000.

## What is AI FinOps

AI FinOps is the practice of applying financial governance to enterprise AI and LLM spending — the same way cloud FinOps emerged to manage cloud bills in 2013–2018. The cloud FinOps market grew to $6 billion (Apptio acquired for $2.4B, CloudHealth for $500M). AI FinOps is at the same inflection point. 85% of enterprises cannot prove AI ROI. 72% of AI initiatives are actively destroying value through waste and poor governance (Larridin, 2025).

## Company

FinchOp is built by Techillex, technology advisors with 10+ years of enterprise technology strategy experience across EMEA, APAC, and North America. Founded 2026.

## Contact

- Website: https://finchop.io
- Email: hello@finchop.io
- Waitlist: https://finchop.io/#waitlist

## Optional

- [Full landing page](https://finchop.io/): Product overview, savings calculator, comparison table, FAQ
- [AI FinOps explained](https://finchop.io/#faq): What AI FinOps is, how FinchOp works, data security, integration details