Agile Loop

SAM-X - AI Agent for Spreadsheet Intelligence

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SAM-X is an AI copilot that turns your ugliest spreadsheets into executive-ready reports — no formulas required. Just describe what you want in plain English. From messy data to presentation-ready outputs, SAM-X completes multi-step spreadsheet workflows in a single instruction, at any scale. It handles data cleanup, restructuring, advanced lookups, pivot tables, charts and full dashboards. Built for people who rely on spreadsheets but don’t want to lose hours fixing small but fatal mistakes.

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Numair Shahzada

Hey Product Hunt fam! Meet SAM-X by Agile Loop

Who hasn’t relied on spreadsheets to keep things organized, only to have one small mistake throw everything off? A wrong formula, a broken filter, or a formatting slip can quietly create a much bigger impact than expected.

We built SAM-X to take that fragility out of spreadsheet work. Instead of writing formulas or setting things up manually, you just describe what you want to do in plain English, and SAM-X handles the rest.

It can clean and restructure messy data, apply complex filters, run lookups and calculations, generate pivot tables, build charts, and even create full dashboards from raw data. Multi-step tasks that usually take dozens of clicks can be done in a single instruction.

We’re launching today and really excited to finally share this with the community. We’d genuinely love to hear your thoughts and reactions.

Happy to answer any questions here!

Numair

Alae Cherkaoui

@numair_shahzada  Strong launch! Compressing spreadsheet workflows with plain English is very helpful.

One thing I’m curious about: have you tested explaining the features visually instead of relying mostly on the demo video (website)? I suspect showing the AI steps transparently could increase trust & conversion.

Tazeen Fatima

We built this after seeing how much time and risk sits inside everyday spreadsheet work. A small mistake in a formula or filter can quietly snowball, and fixing things manually eats up hours. Our goal with SAM-X was to let people describe what they want in plain English and have the spreadsheet work handled end-to-end.

Really excited to share this here and happy to answer any questions or hear thoughts as you try it out.

Reeza Khalique

This looks promising. Curious how it handles larger datasets or multi-sheet files. Looking forward to trying it out.

Ahmed

Tried SAM-X today and it honestly removes a lot of the anxiety I usually have working in Excel. Instead of Googling formulas or double-checking everything, I just say what I want and move on.

Feels like a productivity upgrade if spreadsheets are part of your daily work.