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Module · Ask

Ask your data
in plain English, no SQL.

Ask is Hexio's conversational AI. It knows your chart of accounts, your clients and your projects. It answers with citations to the original record and never makes things up: if it doesn't know, it says so.

RAG over your own data Multi-provider (Anthropic · OpenAI · Google) Source citations
What it does, exactly

Six concrete things,
not a generalist AI.

Ask lives inside Hexio. It accesses your tables with permissions enforced and per-client memory so you don't have to repeat the same context twice.

Natural language over real data

Ask in Catalan, Spanish or English about invoices, projects, clients, hours and banking. Ask translates the question into a real query against your tables.

RAG with our own embeddings

Implemented in lib/ai/rag.ts and lib/ai/embeddings.ts. Indexes documents, contracts, proposals and notes. Retrieves the relevant fragments before answering.

Per-client memory

The client-memory-events module stores relevant events for each client. When you ask about one, Ask remembers the context without you repeating it.

Per-project memory

project-memory-events does the same for projects: decisions, risks, scope changes. Ask weighs them when you query project health.

Cross-module insights

cross-module-insights.ts connects data across modules. Ask "which clients with overdue invoices have also reduced ticket activity" and Ask cross-references for you.

Multi-provider with fallback

Official SDKs for Anthropic, OpenAI and Google AI. If one provider fails or you have a regional preference, Ask switches. None of your data is used to train models.

Use case

The managing director who asks
their own questions.

Tax practice · 18 people

"Every morning I ask Ask 'what should I keep an eye on today'. It returns three alerts: two clients with invoices due this week, a project with a 22% cost overrun, and an email from the tax authority about a client. All with a direct link to the record. In 30 seconds I know what's a priority — without asking anyone."

Managing director · tax accounting firm · 12 years tenure

Want to see Ask
indexed against your data?

We'll set up an instance with a sample of your records and Ask trained on your chart of accounts. 15 minutes.

Book a demo
Book a demo · 15 min