Vladimir

AI access is easy. AI governance is the next problem.

We’re live on Product Hunt today with the new Intrascope update.

Intrascope started as a BYOK workspace for teams using multiple AI models.

Now we’re adding managed AI usage as well, so companies can access top AI models without managing separate API keys, vendor accounts or billing dashboards.

The goal is simple:

Help teams use AI in a more organized way, with permissions, spending limits, usage tracking, projects and shared context in one workspace.


We believe that as AI adoption grows, using AI without governance will become a real problem for companies.


Would love your feedback:

https://www.producthunt.com/products/intrascope-app?launch=intrascope-byok-managed-ai-for-teams

245 views

Add a comment

Replies

Best
Zachary

Cheers on the launch! @intrascopeai Best of luck today!

Vladimir

@sanjau_sanjay Thanks Zachary, really appreciate it! 🙌 Big day for us and every bit of support means a lot.

CHRISTIAN ONOCHIE

Curious how Intrascope handles permissions. Can admins control which models or projects different team members can access?

Vladimir

@christian_onochie Yes, admins can control this on two levels.

First, access is handled at the project level. Users are assigned to specific projects, and each project contains its own context, files, instructions, and information related to that workspace. This way, team members only see and use the context they are supposed to work with.

Second, admins can define which AI models or vendors are allowed across the workspace. For example, they can enable certain models for the team and restrict others depending on cost, policy, or internal governance needs.


So the idea is not just “who can use AI”, but also “which project context they can access” and “which models they are allowed to use.”

Tessa Lynch

Cheers on the launch! @intrascopeai Good luck.

Vladimir

@tessa_lynch Thanks Tessa, appreciate the support! 🚀 We’re excited to see how teams respond to the new version.

Elara Thorn

Congrats on the launch and good luck today! 🚀

Vladimir

@elara_thorn Thanks a lot, really appreciate it!

We see this as an important update because it opens Intrascope to a new group of users: teams that want AI governance, permissions, spend control, and visibility, but don’t want to deal with API key setup or vendor configuration.

Atul Yadav

governance + spend limits at the org level is the macro version of what we're shipping at the runtime level (tokenwall.dev, also launched today, circuit breaker for runaway agent loops at iter 3). adjacent problems, different layers. how are u thinking about per-agent vs per-user attribution in intrascope? that's the granularity question that keeps coming up in our convos.

Vladimir

@atul_yadav20 Exactly, same problem, different layers.

Intrascope currently tracks usage by workspace, project, user, and model. Per-user attribution is useful for team accountability, but we see per-agent / workflow attribution as the next important layer as companies move from chat usage to automated AI workflows.

The goal is to separate human usage from agent-driven spend, instead of everything being hidden behind one shared API key.

Atul Yadav

@intrascopeai  agree on per-agent / per-workflow becoming the next layer. the gap i see most often: workflows aren't first-class objects in most stacks, teams have agents and prompts but no workflow id. so even when they want per-workflow attribution they can't surface it cleanly.

curious how intrascope handles that, do you require teams to tag workflows manually or do you infer them from call patterns?

Debra Salt

Hello, a useful addition could be AI usage reports for managers, showing which workflows create the most value instead of just tracking consumption.

Vladimir

Hey @debra_salt ,

That’s a great point, and definitely the direction we want to go in.

Right now, Intrascope already provides analytics around usage and cost per model, per user, and per workspace, so managers can see how different AI models are being used across the team.

The next step is adding more business-focused metrics, not just consumption tracking. We want companies to better understand where AI is actually creating value, which workflows are being improved, and how teams are using AI across different projects.


So yes, usage reports for managers are very aligned with our roadmap.

Stefan Jovanovic

Thanks Debra, fully agree. From the engineering side, we see usage and cost analytics as the foundation, but not the end goal.

The real value is helping managers understand which workflows are actually improved by AI, where adoption is creating measurable impact, and where teams may need better tools or guidance.

That is very much aligned with how we are thinking about the next layer of Intrascope. 

Riya Pariyar

the governance gap is real and i think most teams don't feel it until something goes wrong.

everyone's focused on getting access to models, nobody's thinking about who used what, when, and with what context.

congrats on the launch!

Vladimir

Exactly@riya_pariyar . That is the real problem we are trying to solve.

Most teams start by giving everyone access to AI models, but very quickly the question becomes: who used which model, in which project, with what context, and under which limits?

That is why Intrascope is built around governed workspaces, project-level context, model permissions, and usage visibility. The goal is to make AI usable across teams without losing control.

Carolina Ellen

Huge congrats. @intrascopeai Good luck!

Vladimir

@carolina_ellen Thank you Carolina, really appreciate it! 🙌 Excited to finally have this update live.

Neal Miskell

Congratulations and good luck on your launch! 138 up votes in 2 hours is great work!!! Here to support!

Vladimir

@wereframe Thanks a lot Neal, really appreciate the support! 🚀 Still a long day ahead, but the early response has been amazing.

Neal Miskell

@intrascopeai A long, but very valuable information and feedback for your product and vision. Such a great community wanting everyone to succeed. I’ll be in that “long” day here soon haha.

Tina Chhabra

governance is the part everyone skips until the bill surprises them. project-level permissions and spend visibility should be the default, not an afterthought

Vladimir

@tina_chhabra Couldn't agree more. Most companies only start thinking about governance after the first surprise bill or the realization that nobody knows who used what. We believe permissions and spend visibility should be built in from day one.

12
Next
Last