
SpecialistProvides a unified connected workspace for team documents and databases, but lacks Dust's advanced multi-source enterprise knowledge indexing.
Dust records 547,217 monthly visits with +1.8% month-over-month growth and Contact for Pricing pricing. Offset records 57 monthly visits with -89.5% growth and Contact for Pricing pricing.

Execution-grade AI agents that work inside your live financial models
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | dust.tt | offset.app |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 547.22K (547,217) | 57 (57) |
| MoM Traffic Delta | +9.48K (+1.8%) | -486 (-89.5%) |
| Primary Market & Share | 🇫🇷 France (65.4%) | 🇮🇳 India (100%) |
| Direct Visits / mo | 456.92K | 22 |
| User Rating | 4.4 | 4 |
| Supported Platforms | Website | Website |

Multiplayer AI where people and agents work side by side
Connect 70+ tools including Slack, Notion, Google Drive, GitHub, Salesforce and Zendesk so agents answer with real company knowledge instead of generic guesses.
Reach messaging, CRM, docs, project management, data, finance and MCP servers through one platform, so agents can act across systems rather than just chat.
Build agents with 20+ frontier and open-source models from OpenAI, Anthropic, Google and Mistral, and pick the best model for each task.
A dual-layer permission model, SCIM-synced groups, admin-gated overrides, audit logs and usage analytics keep company data locked down while teams move fast.

Execution-grade AI agents that work inside your live financial models
Offset edits assumptions, restructures sheets and completes analytical workflows inside the file itself, so the model stays the single source of truth.
The system checks formula chains and flags broken references or inconsistent logic before output reaches a reviewer.
Filings and other reference data are parsed into structured inputs so models can be refreshed without manual copy-paste work.
Behavior is trained on how real finance teams operate, which pushes results toward conventions reviewers already trust.

SpecialistProvides a unified connected workspace for team documents and databases, but lacks Dust's advanced multi-source enterprise knowledge indexing.
Integrates deeply with CRM ecosystems to automate enterprise workflows, but is tightly bound to the Salesforce software suite.
Integrates deeply with CRM ecosystems to automate enterprise workflows, but is tightly bound to the Salesforce software suite.

Offers robust enterprise-wide permission-aware search and knowledge management, but with less focus on custom multi-model agent workflows.
Offers robust enterprise-wide permission-aware search and knowledge management, but with less focus on custom multi-model agent workflows.
Combines multi-model chat assistants and automated machine learning optimization, but with a heavier focus on data science pipelines.
Combines multi-model chat assistants and automated machine learning optimization, but with a heavier focus on data science pipelines.

Free / Open-sourceAI-powered financial reporting, dashboards and forecasting for accountants and finance teams
Free / Open-sourceAI-powered financial reporting, dashboards and forecasting for accountants and finance teams
SpecialistTurn one prompt into live business apps, AI agents and automated workflows
SpecialistExcels at visual no-code web scraping and data automation pipelines, but lacks Dust's dedicated internal knowledge base architecture.
SpecialistExcels at visual no-code web scraping and data automation pipelines, but lacks Dust's dedicated internal knowledge base architecture.

SpecialistFocuses on secure enterprise workflow automation and security orchestration, but requires more manual setup for custom AI agents.
SpecialistFocuses on secure enterprise workflow automation and security orchestration, but requires more manual setup for custom AI agents.

Free / Open-sourceChat your way through spreadsheets, reports, and slides
Free / Open-sourceChat your way through spreadsheets, reports, and slides

The finance operating system that keeps Excel and makes AI outputs auditable
The finance operating system that keeps Excel and makes AI outputs auditable

Free / Open-sourceAI spreadsheet agent for Excel and Google Sheets
Free / Open-sourceAI spreadsheet agent for Excel and Google Sheets

Delivers enterprise-grade conversational AI and workflow automation, but focuses more heavily on customer service and enterprise contact centers.