Coefficient review

Coefficient connects spreadsheets to business systems so teams can sync data, work with it, and build dashboards without leaving their spreadsheets. Its feature list also covers API integrations for internal tools and niche apps, plus browser scraping for websites without an API.

Its AI agents handle spreadsheet tasks such as cleaning data, modeling, creating analyses, and formatting cells. The product also says it can build dashboards of BI-tool quality; that is a product description, not an independently verified comparison. For ongoing monitoring, users can set conditions and have Coefficient alert them when the numbers meet those conditions.

The practical pitch is a wide set of data and automation jobs in one spreadsheet workflow: bring data in, shape it, analyze it, and watch for changes. Whether that replaces another tool depends on your sources, refresh needs, and the plan caps.

The range is the main draw. Coefficient combines data syncing, custom API integrations, website scraping, AI-assisted spreadsheet work, dashboards, and alerts. That can suit teams whose reporting lives in spreadsheets but whose source data sits in business systems or less common tools.

It also offers a free plan for exploring live data in sheets. The pricing page lists three standard data sources, one account per source, a 5,000-row import limit, 50 import refreshes per month, and a 100-row export limit. Those caps give individuals a way to check whether their sources and spreadsheet workflow fit before paying.

For paid users, the Starter plan adds daily automatic refreshes, 500 import refreshes per month, and 100 alerts per month. It costs $49 monthly or $40.67 per month with annual billing, according to the published pricing details. Pro is listed at $99 monthly or $82.17 per user per month annually, with six standard sources, three accounts per source, and unlimited import rows. These plans offer a clear step up for users who outgrow the free limits.

The limits are easy to hit if a spreadsheet is part of a regular reporting process. Free allows 50 import refreshes a month and caps imports at 5,000 rows; exports are limited to 100 rows. Starter raises refreshes to 500 a month, but exports remain capped at 500 rows, and alerts at 100 per month. It also lists one account per source. Those caps matter more than the feature list if your workflow depends on frequent updates or larger exports.

Starter costs $49 monthly, or $40.67 per month with annual billing. Pro costs $99 monthly or $82.17 per user per month annually, and has a five-user maximum. Pro removes the import-row limit, but still caps import refreshes at 5,000 per month, so unlimited rows does not mean unlimited updating. Enterprise has unlimited import refreshes, export refreshes, and alerts, but its price is custom and not published. The listed 17% annual discount requires paying upfront. Budget against the limits you need, not just the starting price.

Coefficient has a free plan, but its limits are tight: three standard data sources, one account per source, 5,000 rows per import, 50 import refreshes a month and a 100-row export limit. Starter costs $49 monthly or $40.67 per month with annual billing. That buys 500 monthly import refreshes, daily auto-refresh and 100 alerts a month; its export limit is 500 rows.

Pro jumps to $99 per user monthly, or $82.17 annually. It includes six standard data sources, three accounts per source and up to five users. For five users, that is $495 a month before any annual discount. Enterprise pricing is custom. The pricing information lists a 17% annual-payment discount; the annual equivalents are calculated from that discount. It also lists a 30-day free trial, but does not specify which plan it applies to. No add-ons are listed. The key cost gotcha is that Pro is priced per user, while Starter is not.

Plan the move around the systems connected to your spreadsheets. Before switching, inventory your data sources, refresh schedules, spreadsheet models, dashboards and alert conditions, then confirm that the connections you rely on are available in Coefficient. The published material does not publish a migration process, data-portability terms or a complete export policy, so check those details before moving business-critical workflows.

Export limits deserve particular attention: Free lists a 100-row export limit and Starter lists 500 rows. Pro does not list an export-row limit, while Enterprise includes unlimited export refreshes; that wording does not establish unlimited data export. The product’s value is tied to connected systems and spreadsheet workflows, so replacing it may mean rebuilding those connections and automations elsewhere. We can’t say what tends to make people leave based on Reddit: no Reddit posts or comments were included in the published material. Get written confirmation on export access and migration support before committing.