
Couper.io
Airtable
Grist
Google Sheets
Zapier
Sheetgo
Stein
Automatically Sync Google Sheets with your Business Systems. No-code reporting and analysis tool.

Git
Your safety net for AI coding

Which is more popular?
Based on our record, Coefficient.io seems to be more popular. It has been mentioned 4 times since March 2021.
Website, pricing, platforms and company facts side by side.
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| Website | coefficient.io | shadowgit.com |
| Pricing | ||
| Platforms | — | |
| Company | 2019 | Startup from Germany · 1 - 9 employees · 2025 |
| Listed in |
In their own words, as submitted to SaaSHub.


Coefficient is a sidebar app for Google Sheets. Coefficient connects to any data source, imports live data into Google Sheets, automates spreadsheet workflows, and exports data into your business systems.
Every change saved. Any version restorable. AI can search what changed to debug faster. Never lose work again. Cut debugging time by 80%. Save 50% on AI tokens. 100% local.
What each product offers, as listed by its team.


Possible disadvantages
An editorial look at what each product does well and who it suits.


Overall verdict
Why this product is good
Recommended for
Coefficient.io is recommended for professionals and teams in finance, operations, sales, and any business function that relies heavily on data analysis, reporting, and workflow automation. It's particularly beneficial for small to medium-sized enterprises that need to leverage data effectively without investing heavily in complex IT infrastructure.
Overall verdict
Why this product is good
Recommended for
Walkthroughs and reviews on video.
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ShadowGit AI Integration
More videos
How often each product is chosen within a category, 0–100% relative to the other.


As answered by people managing Coefficient.io and ShadowGit.
ShadowGit's answer:
ShadowGit is the only tool where AI assistants can directly search your code history to debug faster while using 50% fewer tokens. Auto-captures every change without touching your main git repo. Built specifically for AI-assisted development.
ShadowGit's answer:
Electron is the primary technology being used.
ShadowGit's answer:
ShadowGit is the only tool built specifically for developers using AI. Unlike generic backup tools, your AI can actually search the history to debug faster and use 50% fewer tokens. Separate shadow repo means your main git stays clean. 100% local.
ShadowGit's answer:
AI-Accelerated solo developers that use AI coding assistants daily (Claude, Cursor, Copilot), experienced enough to feel the pain (2-10 years of coding) and that want to move fast, ship often and experiment constantly.
ShadowGit's answer:
I built ShadowGit after losing 3 hours of work to a bad AI refactor. Started as a personal backup tool, but when I added MCP integration so AI could search the history, debugging time dropped 80%. Had to share it.
Share your experience with using Coefficient.io and ShadowGit. For example, how are they different and which one is better?
Recommendations tracked on public social media and blogs since March 2021.


I do this all the time. The problem at first was I didn’t have access to real-time data from my sources. https://coefficient.io/ has a bunch of Google Sheets connectors you can use for free. Since then I never have to update my... Source: about 4 years ago
Coefficient (https://coefficient.io) | Multiple Roles | Fully Remote | Full time | VC-Backed startup Coefficient is a fully remote, seed-stage SaaS startup based in the SF Bay Area. Started by repeat founders with successful past exits,... - Source: Hacker News / over 4 years ago
Coefficient | Multiple Roles | Fully Remote | Full time | VC-Backed startup | https://coefficient.io. - Source: Hacker News / over 4 years ago
Tracking ShadowGit since Sep 2025.
When comparing Coefficient.io and ShadowGit, you can also consider the following products.


Git is a free and open source version control system designed to handle everything from small to very large projects with speed and efficiency. It is easy to learn and lightweight with lighting fast performance that outclasses competitors.
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Airtable works like a spreadsheet but gives you the power of a database to organize anything. Sign up for free.
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Grist makes it easy to transform spreadsheets into a custom database where data is truly actionable.
Compare Grist to Coefficient.io or ShadowGit:

Synchronizing, online-based word processor, part of Google Drive.
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Connect the apps you use everyday to automate your work and be more productive. 1000+ apps and easy integrations - get started in minutes.
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