Coefficient
Agentic spreadsheet connectors linking Sheets and Excel to 150+ data sources
What is Coefficient?
Coefficient is an agentic analytics platform that connects Google Sheets and Excel to 150+ business data sources via specialized agents for import, API calls, dashboards, and monitoring. It lets analysts and ops teams keep working in spreadsheets while pulling live warehouse, CRM, and SaaS data on a schedule. Information Gain: the free plan ships with a 10K lifetime OpenAI call allowance, making AI cleanup and modeling usable before any payment.
Knowledge bases, internal search, operations, data, finance, HR, and back-office tools with AI workflows.
See the full Knowledge & Ops guide to compare more tools, buyer criteria, and related workflows.
Use cases to evaluate
Live-sync Salesforce pipeline into Sheets and trigger Slack alerts on stage changes
Pull Snowflake data into Excel for finance modeling without IT support
Auto-refresh marketing reports hourly across HubSpot, GA4, and Ads
Generate AI-built pivots and forecasts directly inside a spreadsheet
Fit to evaluate
RevOps analysts owning pipeline and forecasting in Sheets
Finance teams modeling in Excel against live warehouse data
Marketing ops consolidating multi-channel data without a BI tool
Small data teams who want connector infrastructure without engineering it
Business fit
Right for you if your team lives in Sheets or Excel but needs live data from Salesforce, Snowflake, HubSpot, or similar without building pipelines. Right for you if you want AI-built pivot tables, alerts, and lightweight web dashboards on top of spreadsheet data. Skip if you need a governed enterprise semantic layer or a dedicated BI front-end. Skip if your workflows already sit in Looker, Tableau, or Power BI with mature governance.
How to evaluate Coefficient
Use this category when operational data, policies, tasks, or internal requests are spread across disconnected systems.
Confirm the exact workflow
Map Coefficient to one concrete workflow first, such as live-sync salesforce pipeline into sheets and trigger slack alerts on stage changes. Avoid buying before the owner, trigger, output, and success metric are clear.
Check category fit
Compare internal search, permissions, workflow support, and reporting.
Compare practical alternatives
Shortlist Coefficient against Glean, Guru, Slite so the decision is based on fit, effort, and workflow ownership rather than brand recognition alone.
Validate cost and rollout effort
Free at $0 with 3 data sources, 5K row imports, 50 monthly refreshes and 10K lifetime OpenAI calls; Starter at $49/month for solo users with daily auto-refresh; Pro at $99/user/month (max 10 users) with hourly refresh, 5K monthly refreshes and 100K OpenAI calls; Enterprise custom with unlimited refreshes and SSO. 17% annual discount. Also confirm implementation time, support needs, and whether the medium setup matches your team.
Compare Coefficient with alternatives
Use this quick comparison before booking demos or moving data into a new system.
| Primary workflow | Live-sync Salesforce pipeline into Sheets and trigger Slack alerts on stage changes, Pull Snowflake data into Excel for finance modeling without IT support |
|---|---|
| Best-fit team | RevOps analysts owning pipeline and forecasting in Sheets, Finance teams modeling in Excel against live warehouse data |
| Implementation effort | Medium setup and maintenance profile |
| Pricing check | Free plan + paid plans |
| Closest alternatives | GleanGuruSliteSlab |
Coefficient pricing
| Model | Free plan + paid plans |
|---|---|
| Snapshot | Free at $0 with 3 data sources, 5K row imports, 50 monthly refreshes and 10K lifetime OpenAI calls; Starter at $49/month for solo users with daily auto-refresh; Pro at $99/user/month (max 10 users) with hourly refresh, 5K monthly refreshes and 100K OpenAI calls; Enterprise custom with unlimited refreshes and SSO. 17% annual discount. |
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Common questions about Coefficient
What is Coefficient?
Coefficient is an agentic analytics platform that connects Google Sheets and Excel to 150+ business data sources via specialized agents for import, API calls, dashboards, and monitoring. It lets analysts and ops teams keep working in spreadsheets while pulling live warehouse, CRM, and SaaS data on a schedule. Information Gain: the free plan ships with a 10K lifetime OpenAI call allowance, making AI cleanup and modeling usable before any payment.
What is Coefficient used for?
Common use cases: Live-sync Salesforce pipeline into Sheets and trigger Slack alerts on stage changes; Pull Snowflake data into Excel for finance modeling without IT support; Auto-refresh marketing reports hourly across HubSpot, GA4, and Ads; Generate AI-built pivots and forecasts directly inside a spreadsheet.
How much does Coefficient cost?
Free at $0 with 3 data sources, 5K row imports, 50 monthly refreshes and 10K lifetime OpenAI calls; Starter at $49/month for solo users with daily auto-refresh; Pro at $99/user/month (max 10 users) with hourly refresh, 5K monthly refreshes and 100K OpenAI calls; Enterprise custom with unlimited refreshes and SSO. 17% annual discount.
Who is Coefficient best for?
Coefficient fits RevOps analysts owning pipeline and forecasting in Sheets, Finance teams modeling in Excel against live warehouse data, Marketing ops consolidating multi-channel data without a BI tool, Small data teams who want connector infrastructure without engineering it. Right for you if your team lives in Sheets or Excel but needs live data from Salesforce, Snowflake, HubSpot, or similar without building pipelines. Right for you if you want AI-built pivot tables, alerts, and lightweight web dashboards on top of spreadsheet data. Skip if you need a governed enterprise semantic layer or a dedicated BI front-end. Skip if your workflows already sit in Looker, Tableau, or Power BI with mature governance.
What are alternatives to Coefficient?
Common alternatives to Coefficient include Glean, Guru, Slite, Slab, Tettra, Sana.