I am just curious about the real work, not the flashy demo stuff.

To be honest, it has not been about picking the right model for us; they are all great in their own way. It has been everything about the model:

• Managing auth and region-specific routing (US vs EU)

• Keeping user context in sync across Redis, Postgres, file storage

• Dealing with random failures that only happen in production, never in dev

• Making sure nothing breaks when we swap one model out for another

Some days it feels like we re duct-taping 10 systems together just to answer one user request cleanly.

Hey everyone!

We ve just rolled out a brand-new home page for PoliteAI, it s all about instant access and more institutes at your fingertips

What s New?

Hey everyone!

As AI tools are proliferating everywhere, I'm curious about what one AI capability you wish existed but haven't found yet?

For me, it's an AI that can truly understand context across multiple apps and help me automate workflows without breaking when I make a small change.
What about you? What AI gap are you hoping someone will fill in 2025?

Polite AI supports seamless integration with JIRA, helping users stay grounded in real tasks while working with AI. Rather than trying to replace your project management tools, this integration bridges the gap between natural conversation and structured work.

Whenever a JIRA issue key is mentioned in a conversation, Polite AI can:

• Fetch relevant context, including the title, description, status, and assignee.

• Understand what s being discussed and respond accordingly.

• Follow the actual flow of your project instead of giving vague suggestions.

• Recognize blockers and assist with next steps based on the current state of your sprint.

Polite AI also lets you create JIRA tickets directly from the Editor Publish interface. Whether generated by AI or written manually, any insight can be turned into a task without leaving the workspace. This makes it faster and easier to go from idea to action.
JIRA is just one of several external services already integrated with Polite AI, alongside platforms such as Confluence, Google Drive, and others. These integrations provide the assistant with the necessary context to work seamlessly within your existing workflow. When AI understands the tools you use every day, it becomes part of how real work gets done.

Hi Product Hunt friends

PoliteAI enables you to chat across multiple AI models in a single thread, allowing you to compare how ChatGPT, Claude, Gemini, or Grok handle the same prompt without switching tools. It s fast, flexible, and surprisingly helpful in refining ideas or validating responses.

Organize by project

Polite AI is excited to announce the integration of Anthropic s latest AI models, Claude Opus 4 and Claude Sonnet 4. These models are designed to enhance coding, reasoning, and agentic capabilities.

Key Features:

• Claude Opus 4: Anthropic s most advanced model, capable of sustained performance on complex, long-running tasks and agent workflows.

• Claude Sonnet 4: A cost-effective model balancing performance and efficiency, ideal for general tasks with improved coding and reasoning abilities.

Both models support hybrid reasoning modes, offering near-instant responses and extended thinking for more profound analysis.

Streamline your team's AI workflow with PoliteAI. Access all AI models in one unified workspace.