GPT for Work vs PromptLoop

GPT for Work and PromptLoop both put AI inside spreadsheets, for different jobs. GPT for Work (gptforwork.com) is a bulk-operations agent for Excel and Google Sheets: describe a task once and run it across rows (translate, categorize, clean, generate), freemium with pay-as-you-go prepaid credit packs pooled across the team and no per-seat pricing; third parties report tiers around $29-$299+ (check official site; the vendor does not always publish prices). PromptLoop is agentic web research inside sheets: point it at URLs and it scrapes and enriches rows, but it repriced toward enterprise in 2026 - current listings show Free plus Growth at $750/month ($500 annual) and Company custom, with older individual tiers retired. Pick GPT for Work for bulk in-sheet AI work; pick PromptLoop for web research and enrichment at team scale, at enterprise prices. We did not hands-on test either product, so no quality winner is declared.

Decision point	GPTforWork	PromptLoop
Best suited to	Excel and Google Sheets users who want AI data cleaning, checking and analysis in place.; Teams that want GPT functions, bulk tools and MCP access for spreadsheets.	Go-to-market teams that need company and contact datasets
Plans and cost	The pricing page read lists a Standard individual plan at $25 per month and a Business team plan at $45 per seat per month, each with $25 of usage included, plus a custom Enterprise plan and a free trial; the page read names no currency for these amounts, so no settled charge is recorded here.	The official pricing page mentions a Free plan with 500 credits and Individual at $18 per month with 1,000 credits per month, but these amounts were not adopted as verified price facts because this tool already has a sourced profile binding; pricing is recorded as unknown. Recheck official pricing before purchase.
Limitations	Spreadsheet-only, so it is not a document or BI replacement.; Plans include a set monthly usage amount, with extra usage bought as needed.	The reviewed pricing page also lists team volume pricing starting at $400 per month; only the Free and Individual facts were adopted.

Decision point

GPTforWork

PromptLoop

Best suited to

Excel and Google Sheets users who want AI data cleaning, checking and analysis in place.; Teams that want GPT functions, bulk tools and MCP access for spreadsheets.

Go-to-market teams that need company and contact datasets

Plans and cost

The pricing page read lists a Standard individual plan at $25 per month and a Business team plan at $45 per seat per month, each with $25 of usage included, plus a custom Enterprise plan and a free trial; the page read names no currency for these amounts, so no settled charge is recorded here.

The official pricing page mentions a Free plan with 500 credits and Individual at $18 per month with 1,000 credits per month, but these amounts were not adopted as verified price facts because this tool already has a sourced profile binding; pricing is recorded as unknown. Recheck official pricing before purchase.

Limitations

Spreadsheet-only, so it is not a document or BI replacement.; Plans include a set monthly usage amount, with extra usage bought as needed.

The reviewed pricing page also lists team volume pricing starting at $400 per month; only the Free and Individual facts were adopted.

Use the same input

An ops team must enrich 10,000 spreadsheet rows with company data and categorize support tickets without manual copy-paste.

What a successful result must preserve

The tool must run AI across thousands of rows reliably, handle research or enrichment as needed, and keep credit burn predictable.

Evidence and test status

Specification comparison based on the two vendors' published pricing and feature pages plus independent pricing trackers, checked October 2026. We did not run a hands-on test on either tool; no quality winner is declared.

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