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Multimodal RAG Implementation
Grounded answers over text, images, audio, and video.
We design retrieval-augmented generation systems that reason across modalities — so your models can cite the right passage, frame, or chart instead of hallucinating.
What we deliver
- Ingestion pipelines for documents, images, audio, and video
- Hybrid vector + keyword retrieval with evaluation harnesses
- Chunking, embedding, and re-ranking strategy tuned to your corpus
- Observability, guardrails, and cost controls for production
Is this service right for your organization?
A quick gut-check before you book a call. We are direct about where we add the most value — and where another approach would serve you better.
A good fit if…
- You sit on a large, heterogeneous corpus (PDFs, scanned docs, slide decks, recordings, screenshots) and answers live across formats.
- Your team has shipped a v1 chatbot or assistant, but it hallucinates, cites the wrong source, or ignores images and tables.
- Compliance, support, or research teams need traceable answers with citations back to the original source.
- You need retrieval quality you can measure and improve over time, not just a demo that works on cherry-picked queries.
Probably not a fit if…
- Your knowledge base is a single small wiki that fits comfortably in a model context window.
- You are still validating whether AI is worth investing in at all — start with a discovery engagement first.
- You only need keyword search over plain text — a tuned search index will be cheaper and faster.
Outcomes you can expect
- Measurable retrieval and answer-quality metrics with a regression suite you own.
- A production deployment with monitoring, cost controls, and clear failure modes.
- An internal team that understands every layer of the stack and can extend it without us.
How we engage
Typical engagements run 6–12 weeks, starting with a corpus audit and an evaluation harness before any retrieval code is written.
RAGVector SearchLLMsVisionEvaluation
Think this fits?
Tell us about the corpus, the workflow, or the team you want to level up. We'll reply with an honest read on whether we can help — and what the first month would look like.
Get in touch