A lot of AI products start from the same place: put a model into a domain, connect a few data sources, and let users ask questions.
We started from a similar direction last year. But as we learned more from building in this space, we saw a bigger opportunity: better answers are only the beginning.
The harder part is making AI useful inside real workflows.
In most vertical domains, the work is not one question and one answer. It is a process.
Healthcare, legal, finance, recruiting, sales, research, and engineering all have their own data sources, permissions, memory, tools, review steps, and user control needs.
Honestly, the phrase "trusted AI investment agent" is doing a lot of work here, and trust in this space has to be earned, not claimed. What would convince me is transparency, showing its reasoning, not just its conclusions. If it shows the "why" behind a signal instead of just the "what," that's a meaningfully different product than the dashboard tools I've used before.
Driven
@david_grunwald1 Hit the nail on the head 👍
I have many cases that can demonstrate how reliable and transparent Driven is in the investment process, with every step of its research and data citations being well-documented. Here is one of those cases 👇
Driven
@david_grunwald1 Absolutely agree. Trust in investing is earned, not claimed.
That’s why we care a lot about showing the “why,” not just the signal itself.
The goal is not for people to blindly follow Driven, but to help them inspect the reasoning and make better decisions themselves.
Driven
Driven is one of the best investment assistant products I have ever built and used!
As one of the Product Makers, I’ve been exploring how AI Agents can truly transform the way investors work. Unlike traditional tools that mainly provide data and information, Agents enable a shift from passive searching to active understanding, analysis, and decision support — opening a new window for investing.
During the development of Driven, I focused on product design, interaction, and frontend experience, with the goal of making complex investment analysis simpler, more intuitive, and more efficient.
I’m also one of Driven’s most active users. Today, I use Driven to analyze my own options, ETF, and Hong Kong stock portfolios across three accounts. It has become an important part of my investment workflow, helping me better understand my positions, identify risks, and organize my investment ideas.
I hope Driven can truly help more investors improve their decision-making, reduce the complexity of investing, and ultimately create real value by helping people make better investment choices.
Driven
@xiaohei_nian Really appreciate you sharing this.
What makes this especially meaningful is that you’ve seen Driven from both sides: building the product and using it for your own investing.
That is exactly the kind of product we hope to build: Something that makes complex investment work easier to understand, easier to follow, and more useful in real decisions.
Excited to keep building it together 🤝🫶
Driven
@xiaohei_nian Driven's role in investment is evident. It is not only an efficiency tool that helps investors quickly extract the essence from complex, lengthy reports, but it is also intelligent—often possessing knowledge and analytical capabilities that surpass 95% of investors. Driven also understands you, making different judgments based on each investor's preferences and risk tolerance.
There are still many, many potentials waiting for us to unlock.
I gave it a try. It provided a really solid analysis of the stocks I'm following. It didn't tell me anything I didn't already know, but it did identify all the key signals. I haven't seen this level of response quality in other services. Great job, and congratulations on the launch!
Driven
Thank you so much
I'm sure Driven will bring you even more surprises
Driven
@natalia_iankovych Thank you so much for trying it and sharing this.
This is really encouraging to hear. We want Driven to help investors cut through noise and get to a clearer view of what deserves attention. Trust is earned over time, and for us that means clearer reasoning, visible sources, and more professional data behind the analysis.
Really appreciate the kind words, and we’ll keep improving from here.
Custom Skills and Playbooks sound promising on paper. I'd want to see how much setup time they actually save me.
Driven
@charlos_brat That doesn't sound convincing. Give it a try—Driven is currently free for a limited time, so you can experience it yourself. 😄
Driven
@charlos_brat Totally fair.
Custom Skills and Playbooks are only useful if they save time instead of adding setup work.
In Driven, Skills do not need to be downloaded from GitHub or manually configured. They can be installed and used directly inside Driven, often as a packaged investing strategy, research method, or workflow created by another investor.
Use it right away, then adapt it to your own investing style over time.
I've burned hours reconciling data between three different research tabs before making one decision. If this collapses that into one workspace, I'm testing it this week.
Driven
@kimberly_west Great idea, give it a try—it will change your investing habits~
Driven
@kimberly_west Really glad to see so many of you mentioning this.
A big part of investing is not just finding data, but getting to conviction without spending hours reconciling everything first.
That is the experience we want Driven to improve: less manual stitching, more continuous context, and a faster path from “what am I seeing?” to “what should I do next?”
Would love for you to test it this week and tell us where it still feels slow or disconnected.
absolutely cool product, I'm an indian market investor, does it work for me??
Driven
@shyam_r Thanks so much!
Indian market data is not natively built into Driven yet, but you can still get useful analysis through web search and public data sources like Yahoo Finance, along with news and discussions around the Indian market on X and other social sentiment sources.
It may not be as deeply integrated as our core markets today, but we’d love for you to try it and tell us what Indian market workflows or data sources would matter most as we expand coverage.
”Driven is not available in your region“😭
Driven
@ivory_xuxuxu We apologize, but due to certain model restrictions, we are currently unable to offer services in regions such as China and Hong Kong. We sincerely apologize for any inconvenience this may cause. We will work to expand to a wider range of regions as soon as possible. I will get back to you once that happens.
Driven
@ivory_xuxuxu Thanks for your interest in Driven!
Some model availability can vary by region due to provider restrictions, but we’re constantly improving and expanding support.
Stay tuned!! Driven is evolving quickly, and there may be new updates coming soon 😊