You should only have to write a good instruction once.
Now you can save the instructions that work, whether it's a disclosure check you run often or a control you always test for, and reuse them with a click in any Normain project.
The one you got right last month is ready for the project you start today.
#AI #Startup
Every firm has work only a few people can do well. When they are busy, everyone else waits.
Today we are launching Publications.
Take a workflow you have already set up in Normain and turn it into a simple branded page. A colleague opens it, drops in their documents, and gets back a finished, fully sourced report. They never touch the setup.
One person builds it once. The whole firm can run it.
#AI #Productivity #Startup
Every answer Normain gives you now keeps a full history.
Try a new way of asking a question, refine the instruction, or edit a result by hand. Each is saved as its own version, with a timestamp, and nothing gets written over.
For teams doing high-stakes work, this is peace of mind.
The hard part of high-stakes document work is rarely reaching an answer. It is being able to stand behind it later.
You can now add a review checkpoint to any step of a Normain workflow. It pauses, shows the results so far, and waits for a person to check, edit, and approve before it moves on.
Speed where you want it & a human sign-off where it counts.
#productivity #AI #startups
The "cracked" founder debate and the rise of AI agents, live at @TechBBQ next week.
Our co-founder and CTO @debuglebowski is on two panels: is the all-in founder what it takes to win, and what happens when agents become the software we run on.
In Copenhagen? Reach out!
Not every deliverable is a spreadsheet.
Normain now exports your project results straight to a Word document. Each question becomes a heading, each answer sits below it, and your sources come through as real footnotes.
Already have a format you trust? Bring your own Word template and Normain builds the document inside it for you to edit as you review.
We've joined the Swedish Chamber of Commerce for the UK, following our participation in the exclusive AccessUK program run by them and @kistascience helping high-performing Swedish scale-ups break into Britain.
The UK is under real pressure.
Expanding regulation, rising client demands, conclusions that have to hold up if questioned.
Joining the Chamber puts us closer to the firms feeling that pressure, and to the community shaping where Swedish-British business goes next.
Read the full story 👉 normain.com/news/normain-joi…
🤖 Made with AI
"We've grown by bringing great firms together. Normain is how they can now work as one, with the same quality and deep expertise for every client."
That's Victoria Thore, CEO of Klara Consulting, on why they're rolling out Normain across all 26 offices.
Klara grew by bringing great firms together, each with its own way of working. The hard part isn't the deals, it's delivering as one firm.
Now, Klara's experts set the standard and Normain applies it to every client delivery, across all of their offices.
Normain is now a member of the Swedish-American Chamber of Commerce - New York (SACCNY), which for a century has helped Swedish companies find their footing in the US.
The reason is simple: we already work with customers in the US, and they're pushing us to lean in further. SACCNY connects us to more firms ready for a better approach to their most demanding document work.
Read the full story 👉 normain.com/news/normain-joi…
You can now make a question in Normain depend on the answer to another one.
A lot of real analysis is conditional, and now you can build that logic directly on Normain. If a question does not apply, you get no answer, instead of a vague one made up to fill the gap.
The same "only if" reasoning a senior reviewer would use, across your whole set of documents at once. Precision, at scale.
Normain retweeted
Learn how AI startup @Normainofficial achieved 10x faster document processing and won enterprise clients with Microsoft Azure:
msft.it/6017vIO1U
#Azure #AIStartup #EnterpriseAI
Klara Consulting is rolling out Normain across all 26 of its offices nationwide.
For one of Sweden's largest financial services firms, the appeal was never just speed. It was consistency: the same quality review, run the same way everywhere.
Klara's experts define what a correct review looks like. Normain applies that standard across every client file and traces each conclusion back to its exact source.
The judgment stays with the people who own it, and the manual reading stops being the bottleneck.
Read more 👉 normain.com/news/klara-consu…
Being roughly right is not good enough for our customers. .
Normain turns the most complex documents into structured, verifiable insights. Insights enterprises can trust, on a foundation they can trust just as much: built on Microsoft Azure, with the security and credibility their most sensitive data demands.
The results speak for themselves. Read the story: microsoft.com/en/customers/s…
One of the Big Four has chosen Normain as its AI solution.
This is validation that we've built something the world's most demanding organizations trust to transform how their experts work.
lnkd.in/dpsdg5gy
👆 Register for free and see for yourself why the Big Four and hundreds of experts are already using Extractional AI.
Normain retweeted
Trusted insights from complex documents, without hallucinations.
@normainofficial is an extraction-first AI (called Extractional AI) built for experts who work with complex documents. Instead of chat-style summaries, it delivers structured, verifiable insights grounded directly in source material.
Most analysis time is spent searching and checking documents, not analyzing. Chat-based AI doesn’t solve this. It can miss details, give incorrect answers, and offers no clear source of truth.
The idea is simple: for most professional use cases, AI needs to focus on reliability and trust. Extraction-first AI turns complex documents into clear, structured insights that stay directly connected to the original source down to the document, page, and paragraph, so every finding can be checked and trusted.
What this enables in practice:
- Full traceability and transparent validation
- Usable by domain experts without prompt engineering
- Deep cross-document analysis across PDFs, Word, Excel, PowerPoint, and links
- Reusable extractions that scale across teams, clients, and data rooms
Normain is AI for extraction, built for trust.
Try it now: normain.com
Check them out on Product Hunt: producthunt.com/products/nor…
We're LIVE on @ProductHunt 🚀
Introducing Extractional AI.
For the experts who hold the line.
For work where being right matters more than sounding right.
Try Normain for free here 👇
producthunt.com/products/nor…
Normain retweeted
What happens when AI confidently invents a "key finding" that doesn't exist?
You don't need another chatbot.
You need a digital fact-checker.
Chat-based AI is great for brainstorming. But for due diligence, compliance reports, or sustainability audits?
It's dangerous. You get fluent summaries sprinkled with subtle, convincing fabrications.
I saw this firsthand analyzing a 200-page ESG report. The AI's summary listed a critical greenhouse gas target. It sounded perfect, except the company had never actually set that target. The AI had inferred and inserted it.
That’s why Normain built for extraction, not conversation.
Here’s how extraction-first AI works:
1. Upload contracts, reports, spreadsheets, or links
2. Define what to find (e.g., “all termination clauses,” “every financial commitment over $500K”)
3. Extract structured insights with exact source references
4. Validate and export to Excel, Notion, or your workflow
Why this changes everything for experts:
✅ Zero hallucinations
✅ Built for validation
✅ Cross-document analysis
✅ No prompt engineering
The limitations to know:
⚠️ Not for creative brainstorming or open-ended Q&A.
⚠️ Requires clear definitions of what you’re looking for.
⚠️ Best for structured outputs, not narrative summaries.
Do this:
✅ Start with one specific question: “Extract all indemnity clauses.”
✅ Use the validation layer to review and approve insights.
✅ Reuse your setup for similar documents across clients or projects.
Not this:
❌ Don’t ask it to “summarize this contract” like a chatbot.
❌ Don’t skip the source verification step for critical items.
❌ Don’t use it for tasks requiring opinion or subjective judgment.
If your job depends on what’s actually in the document, not what an AI thinks might be there, this is the shift you’ve been waiting for.
Want to try an extraction-first approach?
Check Normain today: app.normain.com/
They’re live on Product Hunt today 🚀
: producthunt.com/products/nor…
What’s your biggest document analysis pain point?
Comment below with your use case
Tomorrow, we go live.
Not AI that invents. AI that extracts.
Extractional AI, powered by Normain.
For experts. For high-stakes work. For truth you can stand behind.
@ProductHunt, Feb 10 🚀
#ProductHunt #AI #Startup
Here's to the experts.
AI brought you speed, but also hallucinations, lost nuance, and answers you can’t trust.
You shouldn't have to choose between speed and truth.
Introducing Extractional AI, powered by Normain.
Insights grounded in real documents. For experts. For high-stakes work.
Launching Feb 10 on @ProductHunt 🚀
#AI #Startup #Productivity
















