AI coders (Cursor, Claude Code, Copilot) made writing code almost instant. Yet, shipping features to production still takes weeks.
We re running an open market research study to map out modern delivery bottlenecks. If you lead an engineering or product team, we d love your take!
Drop your answers in the comments below:
1 The Bottleneck: What is currently the single slowest phase in your delivery loop (e.g., scoping, PR code reviews, QA handoffs, deployment, or status tracking)?
Hi Product Hunt!
We’re the founders behind tam.
Engineering today still runs on three disconnected silos: project tickets, codebase, and team messaging. While tools like Cursor or Claude have supercharged individual developers, bringing AI into the whole-team workflow usually creates administrative chaos, fragmented context, and constant manual cross-checking.
That’s why we built tam.
At first glance, tam looks like a familiar project management workspace. But under the hood, it’s built AI-first to integrate agents as first-class teammates:
• First-Class AI Teammates: Agents get dedicated identities, permissions (Agentic RBAC), and transparent action logs.
• MCP-Powered Context Graph: Unifies your tickets, repositories, and communications into a single shared context layer.
• Autonomous Workflows: Agents triage incoming bugs, link PRs, execute safe infrastructure commands, and update task statuses.
• Human-in-the-Loop: Keeps humans in control of critical approvals while eliminating the "coordination tax."
We’d love for you to give tam a spin, connect your MCP bot, and share your feedback with us!
Question for the PH community: If you had an AI teammate join your team today, what's the ONE administrative task you'd delegate to it immediately?
We'll be here all day answering your questions!
@kauzovich_anastasiya Congratulations on the launch! I love how natively it integrates with Claude and can be managed directly from there.
@natella_nuralieva Thank you so much Natella! Yes, making the Claude integration seamless was super important for us. Appreciate your support!