OpenBB
Product
Commercial OpenBB Workspace Snowflake Native App Security
Open Source Open Data Platform (ODP)
Introducing OpenBB Workspace Lite for small investment teams July 21, 2026 — 6 MIN Introducing OpenBB Workspace Lite for small investment teams Read post OpenBB Workspace Demo: Portfolio Analysis, Apps Marketplace, MCP & AI Agents July 1, 2026 — 11 MIN OpenBB Workspace Demo: Portfolio Analysis, Apps Marketplace, MCP & AI Agents Watch demo
Solutions
App Showcase App Marketplace
By audience Buy-Side AI Vendor
Introducing the OpenBB App Marketplace May 12, 2026 — 5 MIN Introducing the OpenBB App Marketplace Read post Introducing Workspace MCP: agentic financial workflows, governed by design May 26, 2026 — 8 MIN Introducing Workspace MCP: agentic financial workflows, governed by design Read post
Resources
Blog Videos About Documentation
Comparison
Streamlit Tableau Power BI
OpenBB Workspace Demo: Portfolio Analysis, Apps Marketplace, MCP & AI Agents July 1, 2026 — 11 MIN OpenBB Workspace Demo: Portfolio Analysis, Apps Marketplace, MCP & AI Agents Watch demo
Pricing
Commercial
OpenBB Workspace Snowflake Native App Security
Open Source
Open Data Platform (ODP)
App Showcase App Marketplace Buy-Side AI Vendor
Resources
Blog Videos About Documentation
Comparison
Streamlit Tableau Power BI
Pricing
Back to blog
Theodore Aptekarev

Author

Theodore Aptekarev

SHARE

SOC 2 compliance automation with OpenBB

November 12, 2024 — 4 MIN

SOC 2 compliance automation with OpenBB

Compliance is hard and time-consuming

SOC 2 compliance is even more challenging, especially when you're a small team that moves at lightning speed. In such teams, compliance can feel like bureaucracy, and bureaucracy can feel like a roadblock to an agile team.

Teams, especially small, nimble, talented ones, need to “own” a security posture. The first thing we did at OpenBB was initiate a grassroots movement called "The Security Cult," where we took an oath and began and ended each meeting with the phrase "Blessings and Firewalls."

The pre-SOC2 OpenBB Security Cult announcement

Embracing a security posture is one thing, obtaining SOC2 compliance as a fledgling startup is another. We work with large companies with hefty compliance departments, so managing internal and vendor policies and procedures is critical.

Compliance can be automated

When you’re responsible for compliance, security, and regulatory matters, a huge part of the job is working with documents. Policies, security reviews, and technical controls all mean one thing: tons of reading.

On any given day, I juggle policies I write or help colleagues develop, implement security controls, both technical and non-technical, and dive into security reviews.

Our vendors, like AWS and GitHub, provide tools that help with vulnerability management, and Vanta collects everything into a neat interface. But when it comes to working through documents, no tool has helped me more than OpenBB.

OpenBB, with its AI Copilot, has become my go-to for automating compliance work.

One of the game-changers here is the Bring Your Own Data feature, which lets me upload documents directly into the OpenBB. I’ve got a whole folder structure in place: a Compliance folder, with subfolders like Questionnaires. When I start a new review, I create a dashboard for the vendor I’m evaluating and load up their SOC2 reports, data policies, pen test results, and everything they send over.

Now, working with documents like these can be a real pain.

Picture this: I’m sitting with a 172-page SOC2 report, a 30-page data policy, and maybe another 50 pages of pen test results and something else. That’s over 250 pages of dense information to sift through, and reading it all would take hours. But that’s where Copilot steps in.

How OpenBB Copilot simplifies compliance

Once I upload all those documents, I open Copilot and get to work. Copilot has this great feature that allows me to add and remove documents from the context of our conversation on the fly. Here’s how that looks in practice:

I start with the SOC2 report. I ask Copilot questions about the report: specific, detailed questions about controls, vulnerabilities, or whatever else I need. Copilot reads the report and gives me answers, with page references to the exact spots where the information is found. I can click through those pages to double-check the details or uncover extra insights that might help me make better decisions.

Page references and source quotes in OpenBB Copilot

When I’m done with the SOC2 report, I remove it from the context and switch to the Data Policy. Now, Copilot focuses only on that document, giving me answers directly related to what’s in the policy, with the same kind of direct page references. This approach helps me stay on track without getting bogged down in irrelevant details from other documents.

I keep repeating this process with each document I’ve got, one by one. Copilot and I build out the context together, shaping the conversation until I have all the information I need.

From context to summary

Once everything is in place, I ask Copilot to summarize the entire conversation. The summary becomes the foundation of my final review, which I then edit into the polished version I send out. This workflow not only speeds up the process dramatically but also ensures that I have a complete, well-structured review based on every document I’ve analyzed.

The bottom line

Using OpenBB with Copilot has saved me hours. Hours I now spend on other equally important tasks. For a small, agile team like ours, that kind of efficiency is invaluable. Not only is it convenient, but it allows me to do critical security work without sacrificing time for the rest of my responsibilities.

Overview

  • Compliance is hard and time-consuming
  • Compliance can be automated
  • How OpenBB Copilot simplifies compliance
  • From context to summary
  • The bottom line

Recommended For You

OpenBB belongs to everyone
August 25, 2026 — 8 MIN

OpenBB belongs to everyone

Read more
SnapTrade brings connected brokerage account data into OpenBB
August 5, 2026 — 5 MIN

SnapTrade brings connected brokerage account data into OpenBB

Read more
Carbon Arc brings card spend, web traffic, and more into OpenBB
July 23, 2026 — 7 MIN

Carbon Arc brings card spend, web traffic, and more into OpenBB

Read more

Analysts shouldn't need a data scientist to get an answer

The firms that fix that first will have a structural advantage

Start now
OpenBB
OpenBB Workspace Snowflake Native App Security Open Data Platform (ODP)
App Showcase App Marketplace Buy-Side AI Vendor
Blog Videos About Documentation Streamlit Tableau Power BI
Pricing Open Startup Support Contact Sitemap
Product
OpenBB Workspace Snowflake Native App Security
Open Data Platform (ODP)
Solutions
App Showcase App Marketplace Buy-Side AI Vendor
Resources
Blog Videos About Documentation Streamlit Tableau Power BI
Other
Pricing Open Startup Support Contact Sitemap

Copyright © 2026 OpenBB Inc. All rights reserved.
Privacy Policy Terms Trust Center OSS Friends

August 25, 2026

OpenBB belongs to everyone

Didier Lopes

Founder & CEO, OpenBB


TL;DR: We are open-sourcing the entire OpenBB product suite under a permissive open source license

Today is bittersweet.

On December 20, 2020, over the Christmas holidays, I wrote the first lines of Gamestonk Terminal, what would eventually become OpenBB. My flight home to visit my parents had been cancelled because of COVID, so I stayed in London and started building a tool to streamline my own investment research process.

At the time, the idea was simple: individuals (and firms) should be able to own their research platforms. They shouldn't have to adapt their workflows to whatever a data or software vendor decided to build. They should own the entire experience - from the data they connect to, to the interface analysts and PMs use every day, to the APIs, models, skills, tools and AI agents that increasingly form part of the investment process.

Over the last almost six years, OpenBB evolved far beyond anything I imagined when writing those first lines of code. We started as an open-source terminal and went on to build the SDK (now Open Data Platform), the OpenBB Bot, the OpenBB Workspace, the OpenBB Copilot, the Excel Add-in, and an ecosystem of applications created by our team, our partners and the community.

We kept innovating and being at the forefront of what user experience should be. I was prepared to die on the hill that if we were to become the financial infrastructure software for the buy-side and sell-side, then we could not monetize data. Monetizing data would have made us a data vendor. The margins would have been higher, but the incentive would have shifted from offering a better UI/UX to selling more datasets. Selling an infrastructure platform is incredibly challenging, for many reasons. And so we died on that hill. Along the way, we built an incredible community, reached millions of people through our open-source project, worked with some of the largest financial institutions in the world and assembled a team that consistently built far beyond what should have been possible for a company of 10 people. There is a lot to be proud of.

But despite all of that, we couldn't find the product-market fit needed to build a sustainable business around this vision within the time we had.

As a founder, I've always bet the house on the next customer, the next feature or the next launch to change the trajectory of the company. Until even just last weeks, when we announced self-serve Workspace Lite. If we were ever going to close doors, then we never wanted to look back and think "what if".

In hindsight, we could obviously have made different decisions - e.g., surrounding data, or going more vertical with clients and their workflows. But short-term monetization was not something I was prioritizing over where I thought the industry was heading. Ultimately, I wanted us to stand for something.

In the last phase of the company, I explored many paths to give OpenBB a better home. We spoke with larger companies that shared parts of our vision and tried to find a home where the products, and ideally the team behind them, could continue to grow. Ultimately, we weren't able to make that happen.

I left London with my wife to build OpenBB and dedicated almost six years of my life to it. So did the team. We built at the intersection of finance, AI, open source and software infrastructure, often working on problems before they became obvious to the broader market.

Before MCP existed, we had created our own API protocol so agents could interact with the data and analytics widgets in the workspace. In 2023, we built askobb, which let anyone ask investment research questions in natural language that required joining multiple different datasets together.

What this team created deserves to continue existing.

More importantly, I still believe the original vision is inevitable. The future of financial software is not a single platform every firm is forced to use. It is thousands of firms building environments that reflect how they actually work - their own data, internal systems, investment processes, risk models and compliance requirements. Increasingly, their own APIs, MCP servers, models and AI agents too.

If that future is coming, then the technology we built shouldn't disappear simply because we weren't able to commercialize it successfully.

It should become available to everyone.

Today, with the support of the team and OSS Capital, we are committing to releasing the entire OpenBB product suite under a permissive license. This includes OpenBB Workspace, Open Data Platform, OpenBB Copilot and the OpenBB Excel Add-in.

These products represent over 5 years of engineering, millions of dollars invested in R&D and thousands of decisions, experiments and iterations with users. They will become a foundation that individuals, startups, data providers and financial institutions can freely use, modify and build on top of.

We will share more details about the order and timing of each release as we complete that work. In parallel, we will determine the right long-term structure to steward the projects, support contributors and preserve what made OpenBB special in the first place. Existing customers and users of the hosted products will hear from us directly about timelines.

For the partners who built applications for the OpenBB ecosystem, I hope this decision makes your products even more valuable. You already did the work of turning your datasets and analytics into applications that users can interact with. Now, those applications will be able to run inside infrastructure that firms can fully own, extend and customize, while combining them with data and tools from other providers across the ecosystem.

The same applies to the broader community. Developers will be able to use the entire OpenBB stack as a starting point rather than rebuilding the same infrastructure from scratch. Firms will be able to deploy it, adapt it to their requirements and connect it to the systems where their differentiated knowledge already lives.

Over the years, many talented people helped make OpenBB what it is today - employees, contributors, partners. Every one of them left a mark on the product.

But I want to recognize the people who carried OpenBB to the very end. Through the uncertainty and the final stretch, they kept building. They are engineers, product builders, designers and operators who have worked across financial data, AI, developer infrastructure and open source. In alphabetical order, they are:

  • Andrew Kenreich, Head of Product Engineering - LinkedIn
  • Darren Lee, Software Engineer - GitHub, LinkedIn
  • Ihsan Saracgil, CPO - LinkedIn
  • José Donato, Software Engineer - LinkedIn, X, GitHub, Website
  • Juan Alfonso, Software Engineer - GitHub, LinkedIn
  • Minh Hoang, Head of Product - LinkedIn, GitHub
  • Ogonna Nnamani, DevOps - LinkedIn, Medium
  • Rita Figueiredo, Head of Marketing - LinkedIn, Website
  • Rita Soares, Head of Design - LinkedIn, Website
  • Theodore Aptekarev, CTO - LinkedIn, GitHub

To our customers: thank you for trusting a small team with such an ambitious vision.

To our partners: thank you for building alongside us and helping create a more open financial data ecosystem. I hope the next chapter gives you even more freedom to serve your users.

To our investors: thank you for believing in us, including when OpenBB was little more than an idea being built from my living room in London. In particular, I want to thank OSS Capital and Joseph Jacks for supporting this decision and enabling the technology to live beyond the company. Two people I want to name separately: Justin Hoffman and Larry Augustin - working with both of you made me a better founder, but more importantly, a better person.

To every contributor who opened a pull request, reported a bug, wrote documentation, answered a question in Discord, built an integration or simply told someone else about OpenBB: thank you. OpenBB would not have been possible without you.

Finally, to every person who spent part of their career building OpenBB: thank you. We pushed the industry forward and proved that world-class financial infrastructure can be built in the open. The commercial outcome doesn't change the quality of the work.

OpenBB didn't become the company I imagined when I started this journey. But the mission was always larger than the company, and I still believe the ideas behind it are right.

If, ten years from now, firms around the world are using OpenBB as the foundation for software they truly own - connecting their own data, building their own workflows and deploying their own AI agents - then what we built will have achieved something that lasts far beyond us; which was my goal all along: have an impact.

Thank you for one hell of a ride.

Didier Lopes
(LinkedIn, X, GitHub)