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Retrieval-augmented Q&A

Upload A Document. Ask It Questions.

Text is split into passages and embedded, then a question is matched against the most relevant passages and answered from them alone — the same retrieve-then-generate pattern (naive RAG) behind most document Q&A systems, indexed and queried entirely on-device.

Model MiniLM-L6-v2 + Qwen2.5 0.5B
Run time Plain text only, 1 MB max. ~25 MB for the embedding model, plus ~340 MB drafting model. Larger documents take longer to index.

Case Studies

See how organizations are leveraging our AI solutions to scale.

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KYC Document Verification for Global Bank case study
Finance · Identity AI

KYC Document Verification for Global Bank

Automatically validating national IDs and international passports at branch registration points.

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Real-Time Anomaly Detection at CloudNet case study
Technology · Infrastructure

Real-Time Anomaly Detection at CloudNet

Monitoring millions of concurrent packets to identify distributed system threats before they escalate.

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Medical Imaging AI for RadiologyPlus case study
Healthcare · Computer Vision

Medical Imaging AI for RadiologyPlus

Empowering radiologists with pre-processed clinical segmentations of scans in milliseconds.

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Vervelo is a digital-health software partner blending deep clinical insight with world-class engineering to build tailored, secure, interoperable healthcare platforms.

Benefits of custom software solutions
  • Software delivered ownership benefit

    You fully own IT consulting and software delivered

  • Highly personalized solution benefit

    You get a highly personalized solution

  • Integration capability benefit

    Customize and integrate seamlessly

  • Scalability benefit

    On-demand scalability is always possible

Frequently Asked
Questions

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What services does Vervelo offer?

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Do you provide custom CRM solutions?

Yes, we design and develop fully custom CRM solutions tailored to your workflows.

Can these AI solutions run on our own infrastructure?

Yes. Every solution on this page is built to run inside your environment — on your machines, with your data staying where it is.

How long does a typical engagement take?

Most pilots go live in four to six weeks, with production rollout following once the results are validated against your data.

Do you fine-tune models on our data?

We do, where it earns its keep. Many of these solutions start from open models and are tuned against your domain data.

How do we get started?

Send us a note through the form above and we will set up a working session with the engineers who would build it.

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