Sudolabs

Brynn.ai

AI knowledge agent that outperforms Google Gemini on consulting recall

85%
Search recall (vs 46% Gemini)
15%
Daily analyst time saved

Sudolabs expertise

  • Agentic AI
  • Multimodal AI
  • RAG Architecture
  • Document Processing
  • Cloud Platform Development
Brynn.ai knowledge agent interface

Built for how consultants actually work.

Brynn.ai is a cloud-based AI knowledge agent purpose-built for management consultants. Co-developed with 3CVentures, a U.S. boutique management consulting firm, and brought to market by Sudolabs.

The platform delivers RAG-based semantic search across .pptx, .docx, and .pdf files — with an AI agent that generates synthesized answers referencing specific slides and pages in consulting-native language. Library management, one-click data anonymization, AI-generated research outlines, and deep research threads round out the core.

Brynn.ai is now in active testing with external prospects including consulting firms, think tanks, and VC/PE funds — targeting boutique management consultancies, alt asset managers, and enterprise strategy departments.

Brynn.ai platform overview

56% recall. Half the knowledge, lost.

Analysts at a boutique U.S. management consulting firm were burning significant daily hours searching for and synthesizing information trapped inside highly visual PowerPoint decks — charts, maps, diagrams, frameworks. The kind of content that keyword search can’t parse and folder structures can’t surface.

Google Drive returned just 56% recall. Google Drive with Gemini performed even worse at 46%. Neither could interpret visual slide content, cross-reference across file types, or speak the language consultants actually use.

The result: duplicated effort, missed insights, and experienced analysts spending time on retrieval instead of analysis. Knowledge existed inside the firm — the infrastructure to access it did not.

Search recall comparison

Semantic search that reads slides.

Brynn.ai ingests the firm’s entire document library — PowerPoints, PDFs, Word files — and builds a semantic index that understands visual content, not just text. When an analyst searches, the AI agent returns a relevance-ranked source list and a synthesized answer with slide-level references, follow-up questions, and tag-based filtering.

Beyond search, the platform handles one-click anonymization of sensitive client data, AI-generated research outlines following consulting best practices, and multi-thread deep research for complex queries. Pinning, export, and fast-loading slide preview with direct navigation keep analysts in flow.

Continuous development is expanding export capabilities, token streaming, an improved deep research agent, and restricted file access. Phase 2 introduces external source search, visual element sanitization, non-persistent file analysis, and automated tagging.

Brynn.ai search results

10x-60x ROI. Measurable from week one.

85% search recall — nearly double Google Drive with Gemini’s 46%. Analysts find what they need on the first query, not the fifth. The knowledge that was always inside the firm is now accessible in seconds.

15% of total daily analyst time reclaimed. Over 50% reduction in time to output on research-heavy tasks. At consulting day rates, that translates to 10x-60x ROI on the subscription — payback measured in days, not quarters.

The engagement model itself broke new ground: a co-development joint venture where Sudolabs builds the product and leads GTM while 3CVentures provides domain expertise and access to the consulting network. Product-market fit validated internally, now scaling externally.

Tech stack

PythonLangChainReactAWSPostgreSQLPinecone