Compare Roysa to other document AI platforms

Honest, side-by-side comparisons with Landing AI, Extend, and Reducto — including where each one might fit you better.

Evaluating intelligent document processing tools? These head-to-head comparisons cover how Roysa TrueTrace stacks up against the leading document AI platforms — on source grounding, supported modalities, review workflows, and pricing. Every comparison is based on public vendor materials, and we say plainly where a competitor might fit you better.

Roysa vs Landing AI

Both ground answers with bounding boxes. TrueTrace adds word-level grounding on scans, audio & video, object detection, and a no-code workspace.

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Roysa vs Extend

Extend builds pipeline infrastructure with evals for engineers. TrueTrace gives every reviewer word-level proof — across every modality — self-serve.

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Roysa vs Reducto

Reducto parses and chunks documents for RAG pipelines. TrueTrace answers questions directly, with the exact word, object, frame, or timestamp attached.

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The short version

Landing AI, Extend, and Reducto are strong documents-only, developer-first platforms: you bring engineers, they bring parsing and extraction APIs. Roysa TrueTrace is built for the moment after extraction — when a person has to trust the answer. It grounds every result at the word level, even on scanned documents, detects objects in photos and video, transcribes audio with timestamps, checks files against plain-English rules, and works out of the box in a web workspace, a REST API, and an MCP server.

Frequently Asked Questions

Three things: TrueTrace grounds every answer at the word level — including on scanned documents; it processes audio and video alongside documents and images (all three competitors are documents-only); and it ships a web workspace business teams can use directly, in addition to a REST API and MCP server for developers.

If engineers are building a custom extraction pipeline, Landing AI and Extend are strong API-first options; if you're building a RAG system, Reducto specializes in LLM ingestion. If your team needs verified answers it can act on — with word-level proof, across documents, images, audio, and video — try Roysa TrueTrace free.

See Word-Level Verification on Your Own Files

Upload a document, image, audio, or video file and watch every answer point to its exact source.