Last updated: June 2026
Novis vs Hebbia:Enterprise-grade AI without the enterprise price tag
Hebbia is enterprise AI for finance, legal, and Fortune 100 teams. Novis delivers cited research, Tables, and documents across industries from $25/mo with unlimited seats.
Novis
Novis supports finance, legal, and corporate workflows (research, bulk extraction, memo drafting, and presentations) with Novis Tables, granular citations, and all top AI models. One workspace for cross-functional teams without enterprise-only pricing.
Choose Novis when you need Hebbia-class document intelligence and Tables without $3,000–$10,000+/seat contracts, seat minimums, or a demo-only sales cycle.
- All top AI models in one workspace
- Tables: bulk extraction at scale
- From $25/mo individual · Team from $100/mo · Unlimited seats
Hebbia
Hebbia is an enterprise AI platform built around Matrix: a grid-based interface for agentic, multi-step analysis over massive document sets. It serves investment firms, law firms, and Fortune 100 teams with iterative source decomposition, step-by-step citations, and deep integrations into financial and legal data systems.
Choose Hebbia when you are a large regulated institution needing Matrix-scale parallel document analysis, premium data integrations (CapIQ, FactSet, PitchBook), and forward-deployed implementation from domain experts.
- Matrix grid for cross-document analysis
- Finance, legal & corporate
- Enterprise custom pricing
Feature comparison
| Feature | Novis | |
|---|---|---|
| What it is | Multi-industry AI workspace with finance, legal, consulting, and corporate solutions. | Enterprise AI platform (Matrix) for agentic research, extraction, and synthesis across finance, legal, and corporate document sets. |
| AI models | GPT, Claude, Gemini, Grok, Mistral, and more. Full model transparency and Novis Mix. | Auto-routes between text and vision models per task. No direct model picker; proprietary iterative source decomposition (ISD) architecture. |
| Industry coverage | Finance, legal, consulting, corporate, education, regulated industries. | Financial services, law firms, and Fortune 100 corporate. Not positioned for consulting firms or education. |
| Document research | Deep research with web and document sources. Cited analysis across filings, reports, and uploads. | Agentic multi-step reasoning over thousands of documents. Integrations with SEC filings, earnings transcripts, VDRs, and firm knowledge bases. |
| Deliverables | Native Workspace for Word, notes, presentations, and spreadsheets. | Matrix grid outputs with citations. Document drafting via FlashDocs (acquired 2025). Export to firm templates; not a native Office editor. |
| Structured analysis | Novis Tables for bulk AI extraction across up to 10,000 rows with up to 10 context items per row (documents, links, transcripts, or a mix) — scaling to 100,000 context items — and 50 extraction columns. Up to 500,000 cited entities extracted using any AI model. Plus native spreadsheet editing in Workspace. | Matrix: run the same extraction or question set across many documents in parallel, with in-cell citations and editable agent prompts. |
| Data sources | Web, uploaded documents, and cloud storage connectors (coming Q2). 100+ tool integrations coming soon. | SharePoint, Box, Slack, Teams, Snowflake, Databricks, Salesforce, DealCloud, plus CapIQ, FactSet, PitchBook, Preqin, and Third Bridge on Professional tiers. |
| Transcription | Meeting transcription for earnings calls, client meetings, and internal discussions. | Not a core Hebbia feature. Matrix analyzes earnings transcripts and meeting materials you upload. |
| Pricing | Pro from $25/mo. Team from $100/mo with unlimited seats. Transparent, self-serve. | Quote-only. ~$3,000–$10,000+/seat/yr (~$250–$830/mo). Lite and Professional tiers; annual contracts; seat minimums apply. |
| Security | SOC 2 and ISO 27001 aligned controls (planned certifications Q2–Q3). GDPR aligned. EU/US data residency. | SOC 2 Type II, ISO, and CCPA. GDPR (coming soon). AES-256 at rest, TLS 1.3 in transit. No training on your data. Enterprise SSO and activity logs. |
Matrix-scale analysis without Matrix-scale contracts.
Hebbia Matrix excels at running parallel extractions across huge document sets for diligence and research. Novis Tables matches that scale (up to 10,000 rows, 50 columns, and 500,000 cited entities) while also serving consulting, corporate, and education teams — from $25/mo, not $3,000–$10,000+ per seat.
Direct model control, not auto-routed agents.
Hebbia routes tasks across text and vision models behind its ISD agent framework. Novis gives you direct access to every major model per task, or Novis Mix to combine reasoning across vendors — with full transparency on which model produced each answer.
From grid insights to finished deliverables.
Hebbia outputs structured Matrix grids and drafting via FlashDocs. Novis lets you research, extract in Tables, and edit Word documents, presentations, and spreadsheets natively in Workspace, with meeting transcription built in.
When to choose Hebbia vs Novis
Choose Novis if:
- You need Matrix-class bulk extraction without $3,000–$10,000+/seat enterprise pricing
- Your organization works across finance, legal, consulting, and corporate — not only Fortune 100 procurement
- You want a direct model picker and Novis Mix synthesis, not vendor-orchestrated agent routing
- You need meeting transcription for earnings calls and client meetings
- You prefer self-serve onboarding from $25/mo with unlimited team seats
- You want 100+ tool integrations and Office add-ins (coming soon) in one platform, with an in-app Workspace that already supports native creation and editing of Word, PowerPoint, and Excel documents
Choose Hebbia if:
- You are a large bank, PE firm, or law firm needing Hebbia's proven Matrix workflows at institutional scale
- Native integrations with CapIQ, FactSet, PitchBook, and SharePoint across firm data are essential today
- You need forward-deployed implementation from ex-bankers and lawyers bundled into the contract
- You want custom agent building on Professional seats ($10,000/seat/yr) for firm-specific workflows
From $25/mo individual · Team from $100/mo · Unlimited seats · No credit card required to request access
Questions people ask before choosing Novis
Common questions about pricing, models, and switching to Novis.
Start with Novis.Pay only for what you use.
- All top AI models in one workspace: GPT, Claude, Gemini, Grok, and more
- Chat, research, workspace, tables & transcription
- From $25/mo individual · Team from $100/mo · Unlimited seats
- SOC 2 & ISO 27001 aligned controls (planned certifications Q2–Q3)