Succinct

Find the smallest model that works

Run controlled evaluations across multiple LLMs with your own custom judge then get statistically verified insights on cost, latency, and accuracy to identify the optimal model for your workload.

 

Integrated inference, routing, fine-tuning, and hosting.

 

Guaranteed money savings, built for production.

01

Why?

Most teams are overspending, throwing the biggest models at every problem instead of figuring out what is enough.

We have convinced ourselves that "state of the art" equals "production ready."

 

In reality, that mindset burns through budgets, slows down inference, and hides the fact that many tasks do not need a massive model to succeed.

 

We have professionalized inefficiency, building stacks on top of stacks and assuming cost and latency are inevitable. We obsess over benchmarks and leaderboards, but when it comes to our own tasks, we rarely ask: what is the smallest model that actually clears the bar?

Vast majority of spend is on frontier models

Overall 43.8%
OpenAI 35.6%
Anthropic 12.2%

Share of U.S. businesses with paid subscriptions to AI models, platforms, and tools

Source: Ramp AI Index

02

Precision without excess

Succinct means brief and clear, with nothing wasted. That's what we help you achieve with models.

 

We make it easy to measure not only accuracy, but also cost, latency, and token usage—the real metrics that define production performance.

Our evaluations reveal the point where a model is both good enough and efficient enough to deploy. You can prove where performance stops improving and start saving immediately.

 

Replace gut feeling with statistically grounded results and tune your systems for precision, not waste.

03

Owner, not a renter

Fine-tuning your own model can outperform renting frontier models in both speed and cost.

 

Succinct gives you the full pipeline to train, host, and run inference on your own models.

 

You keep control and serve responses that are optimized for your exact use case. Faster results, lower latency, and predictable costs.

04

One key, every model

Access every major model through a single API key. Route inference to the fastest, most efficient option automatically.

 

If you have your own models, fine-tune and serve them on the same infrastructure with built-in hosting and inference.

Do a more for less.

Windmill landscape

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