Incredible Small 1.0 by Incredible - Agentic AI Models that can take 1000+ actions at once
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RESEARCH PREVIEW β Agentic AI Models that can take 1000+ actions at once, and work with large datasets. 100+ app connectors. Try the research preview assistant now at www.incredible.one. Built in Sweden, by Incredible πΈπͺ
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Incredible
Hey Product Hunt! π Philip here from Incredible, a small 13 person team from Sweden.We've spent the last 3 years on a different path than most LLM/AI companies.
While others optimize for general intelligence, we've been obsessed with one thing: making AI that actually gets work done.
Our journey has been... unconventional. We built 14 different products over the past 3 years, tested with 1000+ users, served 250+ paying customers. Each iteration taught us something new about what holds AI back from doing real work.
Last year we released SWE-LLM (continued training, Sweden's largest language model) as an experiment in language understanding. That laid the groundwork for what we're sharing today.Introducing Incredible - Agentic AI models designed specifically for taking actions in your apps.
Here's what makes our approach different:
1. Hundreds of actions at once: While other models update 1 spreadsheet row at a time, ours can update 1000 rows simultaneously
2. Gigabyte-scale data processing: Handle 10,000+ CRM records in a single operation (vs the typical 50-100)
3. 200+ app connectors built-in: Google Workspace, Notion, Salesforce, Linear, Slack... more
4. No hallucinations on data: Our "live-code" architecture means exact accuracy in valid data operations
Some things our early users are doing:
- π Analyzed an entire CRM database, identified 847 duplicate leads, merged them, and updated all related records
- π Generated personalized sales reports across different regions with real-time data pulls
- π Synchronized complex project data across 5 different tools simultaneously
- π Processed 1000 tickets of customer feedback and created actionable insights dashboards
We don't have billions in funding. This is still a research preview - we're learning and improving every day. We'd love for you to try it and tell us what real work you need AI to handle.
π Try the research preview assistant: incredible.one
π οΈ For developers: Drop-in replacement for OpenAI/Anthropic APIs with MCP support
PS: Flagship model coming soon.
What work would you want AI to actually complete for you? Let us know in the comments - we're hoping to hear from Product Hunters sharing specific use cases!
Tack! (That's Swedish for thanks!) πΈπͺ
@philip_alm_at_incredibleΒ Huge congrats on the launch! Canβt wait to see how Incredible reshapes workflows with so many integrations.
Incredible
@sofiia_katalandzeΒ thank you Sofiia, hugely appreciate the support!
@philip_alm_at_incredibleΒ How do you envision Incredible fitting alongside existing LLM APIs, as a complementary or a replacement in most workflows?
Incredible
@curiousheadΒ Honestly, we're just focused on making it able to do as much work as possible.
Other's really maximize for intelligence. I think there's a common thought with LLM developers that, if you want an LLM in your product to write code, you use Claude. For intelligence/creative writing, GPT-5. Incredible is for taking actions in apps & products.
There's a huge need for it. Every startup/scaleup who's currently burning through millions on inference could potentially use it to greatly improve their unit economics, while getting an even higher performance.
If you try AI inside of apps, like Notion's AI, gemini in spreadsheets, Slack AI etc, they're all struggling with large actions. We solve that. And we hope to provide it to a lot of companies currently trying to get their agents to work.
@philip_alm_at_incredibleΒ Super impressive work Philip & team π Excited to see AI focused on actually getting things done rather than just talk. Curious to try it out!
Incredible
@abbas143officialΒ thank you Ghulam! Looking forward to hearing what you try! :)
Sprinto
@philip_alm_at_incredibleΒ congrats on the launch !
Incredible
@cheerstΒ thank you a ton Tuneer! :)
Hey @philip_alm_at_incredible this is an awesome platform, I've started messing around with it and the Google sheets to trello agentic example is killer.
Incredible
@mcval_osborneΒ haha love it! You should try the prompt "Make an industry report on AI agents in a google spreadsheets". It's insane what it puts together in just a few mins
Incredible
@philip_alm_at_incredibleΒ @mcval_osborneΒ Love the feedback! Please share any cool use-cases that you find π
Incerto
Can we automate this?
Incredible
@whybee99Β there's actually a ton of potential there!
Right now we're seeing people save their prompts in notes and re-running them over and over haha.
We'll see about adding a schedule button asap, it seems to be highly requested! :)
minimalist phone: creating folders
Hey team, currently testing it and have a suggestion: It would be great if the tool could remember the prompt after signing up. :)
Incredible
@busmark_w_nikaΒ that's a great suggestion! What do you think about adding a prompt library type thing, where you can save + share prompts with each other?...
Or do you have any idea of how you would love it to work? :)
// P
PROCESIO
Congrats! β₯οΈπ Looks great
Incredible
@madalina_barbuΒ haha thank you Madalina, glad you're enjoying it!
Congratulations on the launch π π
Incredible
@shubham_pratapΒ thank you Shubham :) 100% appreciate the support. What have you been enjoying soo far? :)
Congrats on the launch! π Incredible looks really powerful. While most people will think of productivity workflows, I see a big opportunity in employee offboarding automation, which is a huge compliance and security challenge.
π Without Incredible:
HR/IT manually revokes access across email, Slack, CRM, project management tools, and cloud storage
Transfers document ownership one app at a time
Sends manual notifications to stakeholders
Process takes hours, and things are often missed
π With Incredible:
Trigger an βemployee exitβ flow once
Instantly revoke access across all connected SaaS tools
Automatically transfer files/documents to the manager
Notify HR, IT, and the team in Slack/Teams simultaneously
This kind of automation doesnβt just save hours β it also reduces risk by ensuring nothing slips through during offboarding. Excited to see how teams adopt Incredible for cases like this!
Incredible
@sumeet_thakkarΒ Thank you! We're taking notes on everything here and will keep pushing forward to build the best platform we can. Thanks again for the support and for being part of the journey, it really means a lot! π
This is super impressive, Philip! The focus on βAI that actually gets work doneβ really resonates, as most tools talk about intelligence, but real adoption happens when workflows are simplified at scale.
I had a similar learning while building Escape Velocity AI (different domain, strategy & business planning): users donβt want more prompts, they want outcomes they can trust. Seeing how youβre applying that principle at dataset/action scale is exciting, and I look forward to see Incredible's next phase.
Do you see your early adopters leaning more toward sales/CRM use cases, or are ops/finance teams picking it up too?
Incredible
@andreitudor14Β happy to hear Andrei! There's a huge amount of interest in excel/googlesheet reports from CRMs like Hubspot. Lots of CMOs, data analysts pulling out data and doing analysis. But we see a lot of promise in marketing/sales and ops too.
Looking forward to see what people build. Any ideas for what you could do with it? :)
@philip_alm_at_incredibleΒ makes total sense, as spreadsheets and CRMs are where so much of the βgrunt workβ still lives, so cutting that down is a huge win.
The first use case that comes to mind for me is tying strategy or planning outputs directly to live execution data. Imagine being able to map assumptions in a business plan against whatβs actually happening in CRMs or ops dashboards and seeing the variance in real time.
Do you see more teams experimenting with this βstrategy meets executionβ angle, or are they sticking closer to day-to-day reporting for now?
Incredible
@andreitudor14Β gonna try this one myself. One of the crazies ones we've seen soo far was "Figure out why some customers are performing better, and some worse. use a spreadsheet to break it down" connected to the CRM. Produced some very interesting insights.
Very cool, congrats on the launch! What's your approach to no hallucinations on data?
Incredible
@felix94123Β thank you Felix! :)
It's actually quite cool. We built an Architecture we call live-code. The models don't actually "see" the data, instead they see symbolic representations on it that we've trained them on. This means they never "predict" tokens like other LLMs do for data, instead they kind of map it directly to whatever action they're taking. E.g. instead of writing our JSON to take actions, it just maps in the information to whatever app or soo it wants to use = no hallucination on data, cause there's no LLM involved in that step.
We tried breaking down some more details here:
https://web.incredible.one/blog/announcing-incredible-small-research-preview
Intersting, thanks for sharing!
A FRIENDLY AI-Agent to non-technical professionals. I just type in a taskβlike βSend weekly Friday report to teamββand suddenly I have an AI colleague doing it. AI also helps me build multi-step workflows with just a few clicks. If possible, I hope to set up a function in the dialog box that can give me officially recommended high-quality prompts to save time thinking about prompts.
Incredible
@wayne_appgrowingΒ Thanks for the comment Wayne, there's a lot more coming :).
You should 100% try out the Trello project planning demo. It shows the 100+ actions at once and how it can work with a lot of data :)
What's your favorite use-case soo far?