Analogous consulting
YOUR FIRM'S GREATEST ASSETS ARE BURIED IN DATA
We build private assistants for investment teams that parse every memo, deck, and diligence, then put answers back where your team works.
Private assistants tuned to messy financial research and team workflows.
Your knowledge is scattered. Your team is drowning.
Memos buried in drives. Research decks lost in nested folders. Meeting notes trapped in inboxes. Analysts spend hours retracing work that already exists inside the firm.
Your competitive edge is locked away in the mess. Every missed connection is a missed opportunity.
We build the map through your data.
Analogous builds intelligent research assistants that amplify the analysis you already have. We parse every document, classify every signal, and connect every relationship.
The result is structured intelligence available inside the tools your team uses every day, without sacrificing control of your data or your IP.
Three layers.
Infinite insights.
Parse & index
Transform unstructured files into searchable intelligence with metadata embeddings.
Classify & connect
Build custom taxonomies. Map relationships. Create your living knowledge graph.
Deploy intelligence
Ship digital assistants and research tools that integrate seamlessly into your workflow.
Fast, transparent, and collaborative.
Four tightly scoped phases keep momentum high while giving your team space to shape the tool.
Discovery
Map workflow, define the sharpest use case
Prototype
Ship a working concept and gather analyst feedback
Build
Harden infrastructure, integrations, and governance
Deploy
Launch, train, and hand over your fully owned stack
What makes this different.
We help finance teams move from disconnected archives to living intelligence systems they truly own.
You own everything: Infrastructure lives in your cloud with your API keys. We build it, you control it.
Custom, not SaaS: No black box portal. We embed into the workflow you already trust.
Analyst-first design: Built with your team, for your team. Every feature anchored to a daily task.
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Frequently Asked Questions
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Let's map the fastest path from scattered knowledge to a private AI assistant for your team. Fill out the form below to get started.