Product Updates
September 29, 2025

Agent Ready Launch Week - Day 1: Agentic Retrieval is Here

Bob Remeika
,
Co-Founder and CEO
,

We’re kicking off Launch Week with one of our biggest releases yet: Agentic Retrieval.

Traditional RAG has always been about grounding LLMs in your data, retrieving relevant context, reducing hallucinations, and making outputs more trustworthy. But in practice, we’ve all seen where it falls short. Queries that are noisy or compound. Data that is imperfect or scattered. Answers that sound plausible but do not hold up.

Agentic Retrieval is designed to solve those failure modes head-on.

Why Agentic Retrieval matters

Instead of treating every query the same way, Agentic Retrieval thinks about how to answer a question. It breaks down complex queries into sub-questions, chooses the right search strategies, evaluates intermediate results, and adapts when an initial approach is not working.

The result is retrieval that does more than fetch “close enough” chunks. It understands intent, gathers evidence across documents and tools, self-corrects along the way, and delivers an answer that is both complete and verifiable.

This matters most in the places we have seen RAG fail: legal teams tracing a specific clause across contracts, finance teams reconciling shifts in quarterly reports, or support teams piecing together patterns across logs and tickets. Agentic Retrieval turns those tough, multi-layered questions into clear, grounded answers.

Example from FinanceBench, a benchmark dataset for complex financial Q&A.

How it works

Agentic Retrieval orchestrates multiple specialized steps to handle complex questions. It can plan sub-queries, adapt search strategies, evaluate results, and ensure that only the most relevant and verifiable evidence makes it into the final answer.

Every answer comes with citations at the statement level, so you know exactly where the information came from. And with adjustable effort levels, you can choose the right balance between speed and depth, from quick lookups to exhaustive deep dives.

You can dive deeper into the details of how it works on our Agentic Retrieval page.

Agentic Retrieval is built into Base Chat as Deep Search

Try it today

Agentic Retrieval is now available across Ragie. You can integrate it directly through our API or as part of the apps and workflows you build on top of Ragie.

If you want the fastest way to experience it, try Base Chat. With Agentic Retrieval built in, the new Deep Search mode gives you clear and accurate answers to even the hardest questions.

This is retrieval built for production: accurate, transparent, and adaptable.


👉 Sign up for Ragie to start building with Agentic Retrieval.
👉 Book a demo with our team and see how Agentic Retrieval can fit your needs.

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