AI PM Playbook

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Production AI choices hinge on where inference responsibility sits.

• Bedrock delivers managed model access via AWS controls, cutting infra ownership...

Enterprise AI pilots rarely reach production, with 94% facing Day 2 issues and over 40% at risk of cancellation.

Common patterns across sources:
-...

OpenRouter's $1.3B valuation and 5x token growth reflect surging demand for AI gateways that let users swap models for cost or performance.

• Market...

Real deployments reveal both scale and friction:

• Bruno's agents drove 50k reais daily sales and handled 90% of operations.
• Yet Copilot Studio...

Three key shifts emerging across teams:

• Faster shipping: AI compresses discovery and prototyping cycles, with design phases dropping from 4-8 weeks...

PMs building agents need a practical stack beyond prompting:

• Six paradigms progress from chat prompts to agentic workflows and AI-infused features,...

Evan Grenda turned an emerging trend into a $50M GTM motion at AWS by identifying the shift to real-time AI agents and building a partner ecosystem from the ground up to help providers like Anthropic sell solutions.

• Microsoft Agent Framework v1.0 delivers stateful, fault-tolerant orchestrations with automatic checkpointing that survive restarts and span days for...

According to Laurel CPO and Stanford PM lecturer Jiaona Zhang, AI workflows roles—spotting AI optimization opportunities and implementing them across...

AI initiatives stall when companies ignore either broken workflows or outdated infrastructure.

• Process failures: FOMO drives rushed adoption into...

OpenAI PM Workflow Insights

• 🔥 OpenAI PM Setup for Shipping Code: Details painted-door technique and harness phases that shift PM focus from...

Enterprises are moving past flashy AI prototypes toward secure, reliable production workflows that integrate human oversight and robust...

OpenAI and new tools show PMs bypassing traditional handoffs to directly launch features via coding agents.

• OpenAI harness: PM markdown PRDs turn...

Generative AI moves beyond text-only RAG to build interactive dashboards with charts, filters, and insights from natural-language input. Learn the trade-offs across controlled, declarative, and open Generative UI approaches.

OpenClaw provides a practical maker demo of low-cost hardware paired with human-in-the-loop interface design for agent workflows, serving as a useful prototype pattern for practitioners.

• Cultural friction blocks traction: fear, uneven curiosity, and weak coordination turn AI access into stalled experiments
• 67% of teams remain in...

Traditional metrics fall short for AI-powered products. PMs need to combine model performance, user trust, and business outcomes to measure real...

LLMTest gives PMs a practical tool to optimize AI features without manual model hunting.

• Automatically tests models to pick faster, cheaper, or...

Production GenAI systems fail when prototypes skip boundaries around retries, routing, and response handling. A model gateway contains provider...