Deepcell can help you with deadline tasks that require narrations, calculation and presentation at the same time, such as modeling, sales review, budget forecast and monthly report. DeepCell (both web app and agent plug-in) can create ready-to-use docs, spreadsheets, and slides—with sources and cheat sheets to help you explain. Furthermore, every edit can update related parts. The product is built on a newly designed document format (.deepcell), which is especially designed for system two tasks.
Congrats Mengqi, Jack and Amy on #1. The part about numbers carrying their own logic instead of cell refs caught my eye. When someone changes an assumption in the model, does the slide text that quotes that number update too, or does it flag the sentence for a human to reread?
Cool product. Congrats on launch. Wil def explore it soon to understand better about it.
Best wishes on launch 😄
Can I preview how exports will look in Word / PPT / Excel before downloading?
The cheat sheets are a really nice touch. Half the stress of a monthly report is being asked "where does this number come from?" in the meeting and not having the answer ready. Congrats on the launch, DeepCell team!
Converting back to native xlsx and pptx is what makes this workable for teams that live in Office. Does an edit made after export find its way back into the .deepcell file?
A number carrying its scenario and fact or forecast status is the part I like here. It makes the question “which version is this?” something the file could answer.
Congrats on the launch! Linking spreadsheets, docs, and slides in one file is a problem a lot of us feel every week.
Hope you enjoy our sitcom (launching video) !!
Hi all, this is Jack. As the product co-founder, I want to share some stories from the perspective of an ex deadline victim. I used to be the one suffering a lot from deadlines in the funny launching video without DeepCell.
During my four years in PwC, I always got exhausted by endless deadlines with ad-hoc requirements. For example, I was required to make a valuation model and draft investment memo (both in ppt/doc) within few hours to present on the partner meeting next day. So I always worked overtime and went back home at around 1 am.
That experience fuels my motivation when building DeepCell. Mengqi and Amy have similar experiences as well, so we came to the common mission of DeepCell:
Make everyone head home on time.
That's why our product really focus on features below to help users feel easier under deadline:
Starting from our existing work (such as last monthly report, others' model in reference), not from the scratch
A handy explanation (we call it "cheatsheet") to remind us of the sources and the thinking, also helping us to understand our deliverables in general.
One-click update for related content across deliverables and files, not necessary to update numbers or narrations one by one, or no need to worry about missing any update.
Hope everyone in Product Hunt can enjoy our funny launching video and share with anyone if you think our product can help them go home on time.
Would love to hear more feedbacks!
Hope you enjoy our sitcom (the launching video)!!!
Hi everyone, I'm Amy, co-founder of DeepCell.
Having been a software engineer for years, I’ve watched so many products and features launch, grow, or quietly disappear. One important question is: What actually decides which features survive? Building DeepCell today, the answer becomes clearer than ever: every choice has to trace back to the real value it brings to the people using it.
I've watched my friends and colleagues spend hours on the same job: moving numbers and words between spreadsheets, documents, and slides. Technology has come a very long way, and now there are LLMs to help, yet people are still fighting their files all day. Why?
Because office files were built for human eyes. A spreadsheet, a document, a slide: each is a two-dimensional page, made for a person to look at, understand, and then act on. The links that really matter are scatted and often only live in people’s head. So when you hand these files to an AI, it has to do what a person does: read the screen, guess the connections, and hope it guessed right.
After a lot of digging and trying, we concluded thatrelying on the old file formats wouldn't help solve the real problem. We had to start from scratch, with a new file format .deepcell and a new protocol that record the logic first underneath the number and words. With that an LLM doesn't have to guess. It can follow it.
That's why DeepCell isn't another AI layer on top of office files. Everything good you'll find in it comes from that one choice underneath. Change a number once, and the spreadsheet, report, slides, and cheat sheet all follow. You can use in our website or install it in the AI agent you already work with. If you need Excel, Word, or PowerPoint format, export to them anytime.
Give it a try, and tell us what you think, about the product or about the story. We'd love to grow DeepCell with you.
Hi everyone!
Hope you enjoy our short sitcom video!
I’m Mengqi, the builder of DeepCell.
I spent endless hours buried in spreadsheets, slide decks, and status reports from my 10 years of corporate life. Every time a forecast assumption changed, we’d spend half the day updating numbers across multiple disconnected files—hoping no formulas broke along the way.
We built DeepCell to fix this at the root. Instead of fragmenting work across separate files, a single .deepcell file holds your data models, narrative memos, and presentation slides, natively connected.
Additional to deadline survival from end user perspective, using .deepcell is also bringing benefits beyond existing office standards.
Self-Describing Numbers and Traceable Logics
In-built meaning of numbers instead of cell coordinates. Every number knows what it is, when it applies, whether it's fact or forecast, and which scenario it belongs to. People get formulas they can read; agents focus on the logic without distraction by coordinates.
Exchange Protocol of System Two Tasks
File itself can be picked up by anyone and any agent at any time. Along with editing experience and embedded version control in DeepCell Studio, .deepcell could be converted native/editable .xlsx, .docx, .pptx anytime for stakeholders who live strictly in Office. During Agent run, AI knows what you are editing and just edited then could react real-time.
We built this for finance, strategy, FP&A, product teams and anyone whose work turns raw numbers into high-stakes decisions.
Would love to hear your feedback, answer any questions, or to hear about your daily workflow pain points—what feature or integration would help DeepCell solve them best for you?
About DeepCell on Product Hunt
“Your deadline survival kit for office work”
DeepCell launched on Product Hunt on October 22nd, 2026 and earned 204 upvotes and 38 comments, earning #1 Product of the Day. Deepcell can help you with deadline tasks that require narrations, calculation and presentation at the same time, such as modeling, sales review, budget forecast and monthly report. DeepCell (both web app and agent plug-in) can create ready-to-use docs, spreadsheets, and slides—with sources and cheat sheets to help you explain. Furthermore, every edit can update related parts. The product is built on a newly designed document format (.deepcell), which is especially designed for system two tasks.
DeepCell was featured in Productivity (663.6k followers), Artificial Intelligence (481.7k followers) and Business (8.4k followers) on Product Hunt. Together, these topics include over 308.5k products, making this a competitive space to launch in.
Who hunted DeepCell?
DeepCell was hunted by Justin Jincaid. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Want to see how DeepCell stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Congrats Mengqi, Jack and Amy on #1. The part about numbers carrying their own logic instead of cell refs caught my eye. When someone changes an assumption in the model, does the slide text that quotes that number update too, or does it flag the sentence for a human to reread?