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    Introducing Schematron-8b: Frontier HTML to JSON conversion.

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    Custom LLMs trained
    for your use case

    Train and host private, task-specific AI models that arefaster, cheaper, and smarter than the Big Labs.

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    Cal AI reduced latency by 3x and improved reliability.

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    Trusted by fast-growing engineering and ML teams

    NVIDIA
    Laion
    AWS
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    Frontier-level intelligence
    at a fraction of the cost

    Custom models compress the exact capabilities your tasks require, cutting latency and cost while improving reliability and accuracy.

    Up to 95% cheaper than frontier models

    Specialized models delivers high accuracy results at substantially lower cost by removing model parameters to focus only on what your workflow requires.

    Up to 95% cheaper than frontier models

    2-3x faster than frontier models

    Custom models cut end-to-end latency by more than 50% to serve the most demanding use cases. Tune inference serving with batching, caching, parallelism, and optional speculative decoding for near real-time replies.

    2-3x faster than frontier models
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    Immediate Impact

    Our customers are already saving millions and delivering delightful low latency experiences to their users.

    66%

    Reduction in AI vision latency.

    95%

    Reduction in batch processing costs.

    6 weeks from
    zero to production

    We work hand-in-hand with your engineering team to train, host, and optimize your custom model.

    Launch overview

    01

    Training done for you

    Our research team handles everything from model design, evaluations, data curation, GPU procurement, and training from beginning to end to ensure your custom model outperforms your current provider.

    02

    Inference at Scale

    Our proprietary inference infrastructure is optimized to serve production workloads at global scale, tuned to your needs and flexible to match your exact SLAs. Scale from millions to billions of requests without interruption.

    03

    World-class Support

    Around the clock performance monitoring, 24/7 access to our team via email, phone, and a dedicated Slack channel. We offer hands-on support from prototype to production with guaranteed one-hour response time.

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    Eliminate platform risk

    Large labs often quantize or quietly retrain the models they're serving, resulting in unpredictable model performance. Owning your model means reliable performance without platform risk.

    No model swaps

    No hidden quantization

    No vendor lock-in

    SOC2 compliant

    What our customers are saying

    Thanks to Inference, we saving millions on our product inference! Their white-glove training and dedicated, highly optimized hosting made all the difference in our operations. Highly recommend!

    Jake Mayor

    Viral Cooking App

    We had a gigantic backlog of data we needed to process. The quoted cost of running the job was in the millions of dollars. The model inference built for us saved us 95%.

    Jake Mayor

    Viral Cooking App

    My game requires lightning fast inference. Frontier models were great for accuracy but way too slow for our purposes. The model inference trained for us is lightning fast. Its perfect.

    Jake Mayor

    Viral Cooking App

    Thanks to Inference, we saving millions on our product inference! Their white-glove training and dedicated, highly optimized hosting made all the difference in our operations. Highly recommend!

    Jake Mayor

    Viral Cooking App

    A custom model for any modality

    We train and serve specialized models across text, image, video, audio, and unstructured data

    Image & Video Captioning

    Caption images or video an order of magnitude more cheaply than frontier VLMs with higher accuracy

    Structured extraction

    Extract structured data from documents lightning-fast.

    Document analysis

    Understand long, messy documents. Extract summaries, entities, citations, or QA with at low cost with stable latencies.

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    Talk with our research team

    We'll pinpoint the bottleneck and propose a train-and-serve plan that beats your current SLA and unit cost.

    Additional Services

    In addition to custom models, we offer a range of services that make deployment faster, more reliable, and easier to scale.

    Dedicated Inference

    Predictable throughput & latency on any OS model, OpenAI-compatible endpoints and private tenancy.

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    Serverless Inference

    Start with reliable serverless inference using popular OS models.

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    Open Models

    Free, specialized OS models we've trained and released to solve specific problems.

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    Batch Inference

    Our internet scale batch API scales to billions of requests at a fraction of the cost of closed source alternatives.

    Learn More

    Try our Serverless API

    Hundreds of companies are already scaling with our serverless API.

    Open-source workhorse models

    We've trained and released models that outperform frontier performance on specialized tasks. Deploy them today or let us build something even better for you.

    Schematron model preview

    Schematron

    Designed for reasoning and complex problem-solving tasks, offering advanced capabilities for structured output generation and complex reasoning.

    Model Details
    ClipTagger model preview

    ClipTagger

    Designed for reasoning and complex problem-solving tasks, offering advanced capabilities for structured output generation and complex reasoning.

    Model Details