Your agents are quietly
spending bleeding
your budget.
Every agent you wire to a closed-source LLM is a meter that never stops running. Tokens flow. Prices climb. Workloads grow. Find out what the next five years actually cost you — then ask whether you needed to pay any of it.
Keep paying — or get unplugged.
Most enterprise agents perform narrow, well-defined jobs. They classify, route, summarise, extract, schedule, draft, validate. A 7B–70B open-source model — fine-tuned on your data, running on hardware you control — handles these tasks just as well as a frontier API. Sometimes better. Always cheaper.
- Open-source weights, your hardware, your data
- No per-token billing, no rate limits, no surprise invoices
- Your agents keep running if the vendor disappears
- GDPR, EU AI Act, sector compliance built in by default
- Community models: Llama, Mistral, Qwen, Gemma, DeepSeek
- You build the pipeline. We just told you it works.
per agent
- We audit every agent and pick the right open-source engine for each
- Fine-tuning, evaluation, and deployment on your infrastructure
- Migration runbook — no downtime, no rewrites of your agents
- Monitoring, drift detection, model rotation for 12 months
- One fixed fee. Pay once. Save the rest forever.
- Cap on engagement value — we don’t bill bigger if you scale further
Specialist agents don’t need a frontier LLM.
A frontier API is general intelligence rented by the token. Most agents in production don’t need general intelligence. They need a model that’s good enough at one thing, runs predictably, and never sends your customer data through someone else’s datacenter.
When an agent’s job is bounded — “extract these 12 fields from an invoice”, “draft a reply in this tone”, “route this ticket to the right queue” — a tuned open-source model matches or beats the closed-API equivalent on the metric that actually matters: task completion at your acceptable error rate.
- EVIDENCE 01Specialist tuning beats general scaleA 13B model fine-tuned on your domain routinely outperforms a 200B+ generalist on narrow tasks.
- EVIDENCE 02Latency you controlNo outbound API calls means sub-100ms responses and no third-party outages taking your agents down.
- EVIDENCE 03Cost stops being a variableHardware amortises. Tokens don’t. Your finance team will notice.
Don’t get buried in API fees.
Get unplugged. Live happily ever after.
Tell us what your agents do today. We’ll come back with a migration plan, a fixed fee, and a clear answer on whether each agent should leave the API behind.