Mehran Rasool

About

I build software that ships: React web apps, Flutter mobile apps, and secure FastAPI and AI services

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How agencies are using AI Context Flow to keep 10+ client voices separate

Hey PH
One use case keeps coming up with agencies, so we wrote it up properly so others can reuse the template.
The problem: an agency runs 10 clients through ChatGPT, Claude and Gemini. Every writer pastes a different version of the style guide, two clients end up in the same thread, and freelancers take their prompts with them when they leave. The result is voice bleed: Client A's copy starts sounding like Client B.
How teams are solving it with AI Context Flow:
One memory bucket per client: voice rules, audience, banned terms, on-brand and rejected examples, compliance limits
Shared buckets: contributor and viewer roles, an activity log of who changed what, and version restore
The MCP server: the same client voice in Claude, ChatGPT, Cursor, Copilot, Windsurf and headless agents. The AI pulls only the relevant context and writes client feedback back to the bucket
Full playbook, including a copyable voice-bucket checklist: https://plurality.network/blogs/...
If you run an agency or a multi-brand content team, I'd love to know how you handle client voices today, and what's still breaking, maybe we could make a custom built setup done-for-you. lmk below

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12d ago

Introducing Video Vision — Smarter YouTube Video Analytics

We ve been working on Video Vision, a tool designed to help creators understand their YouTube videos beyond just views and likes.

So far, we ve built video performance analytics, engagement metrics, SEO insights, and AI-powered thumbnail analysis. We re also working on bringing these insights together to help creators better understand what s working and where they can improve.

The goal is simple: make video analytics more useful, actionable, and easier to understand.

We re excited about what we ve built so far and looking forward to improving it further.

Halfway through launch day: your top questions so far

Dani here We're about halfway through launch day and the questions have been great. A few keep coming up, so here are the answers in one place for anyone just arriving.

"If someone copies my Managed widget onto their site, does it use my credits?"
No. The widget checks which site it's on before it loads. If that site isn't on your allowed list, it doesn't appear at all, so there are no messages and no credits used.

"Does it keep the conversation if a visitor comes back?"
Yes. History is saved in the visitor's browser, so it survives reloads and return visits on the same device. If you'd rather start fresh each time, there's a setting for that.

"Can it know who the logged-in user is?"
Yes. Pass the user's details as metadata and your n8n workflow gets them with every message.

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