Custom AI operating systems for social media managers and small agencies. Per-client memory, scheduled briefings, content pipelines, and client reports, each in the client's own voice.
JQ AI SYSTEMS builds custom AI operating systems for social media managers and small agencies running multiple client accounts. Each system handles the repetitive layer: weekly briefings, content drafts in the client's voice, monthly reports, and ongoing research. The full 4-agent Camille AI OS is the reference build. Your agency owns the code, the prompts, and the results.
The bottlenecks nobody puts in a pitch deck, but everyone recognises.
Not a product list. A shortlist of the builds that actually move the needle for this type of work.
The full Camille OS pattern: 4 specialised Claude Code agents (briefing, content, reporting, research) sharing one per-client memory layer. Handles 70 to 80% of the repetitive work for 4 to 7 simultaneous clients. This is the flagship build for agencies ready to level up.
A lighter-touch build for agencies that want to start with one workflow. Scheduled delivery every Monday morning with per-client industry news, competitor moves, and a structured summary. Turns a 4-hour ritual into a 30-minute review.
A per-client content drafting system. Reads the client brief, reviews the content history, drafts platform-specific posts in the client's voice, and queues them for your review. Every client gets their own brief document so outputs stay on-voice without rewriting.
Pulls performance data, synthesises it against each client's goals, drafts a structured monthly report, and flags anything that needs your attention before it goes out. Different report shape per client without different templates to maintain.
The layer that makes everything else work. An Obsidian-based vault where per-client briefs, content history, research findings and decision logs all live in one structured place every agent can read and write. This is why the output stays consistent between runs and between agents.
Live case studies. Click through for the full technical and commercial breakdown.
The flagship build. A 4-agent Claude Code system for Camille Guillain, a Paris-based social media manager running 4 to 7 client accounts. Handles briefings, content, reports and research across all clients. 70 to 80% of manual work automated. Monday briefing cut from 4 hours to 30 minutes.
A lightweight system for building structured per-client brief documents. The layer that sits underneath the content pipeline and makes per-client voice consistency possible. A good first build for agencies that want to systematise client onboarding before committing to a full OS.
A scheduled content calendar system that drafts posts per client, plans the release schedule, and tracks what shipped against the plan. Pairs with the content pipeline agent for agencies that want calendar-first planning.
The Camille AI Operating System is the single strongest case study on this entire site. It was built for a working Paris-based social media manager running real client accounts, it is in production right now, and it is what made Camille able to take on more clients without losing the personalised, human quality her existing clients pay her for. 70 to 80% of her repetitive work is now handled by the system. The judgement calls, the client relationships, and the strategy are still hers.
That build exists because João spent 12 years running a branding and communications studio before moving into AI systems. The single most important thing a social media agency needs from an AI system is brand voice consistency across 4, 6, 8 different client accounts. Generic AI tools cannot do this. It takes a communications background to even understand what the problem actually is, and it takes custom prompt engineering plus per-client memory to solve it. He has done both.
Every agency build starts from the same foundation as Camille\'s: per-client briefs as the memory layer, specialised agents for the specialised work, and a review queue so nothing publishes without human eyes on it. The AI handles the repetitive layer. The agency keeps the judgement. That split is the whole point of the build.
Every project is scoped and fixed-priced before work starts. These are the bands most social media agencies builds fall into.
One agent or one pipeline: weekly briefing, content drafting, or report generator. Good starter build if you want to test AI in your agency before committing to a full OS. 1 to 2 weeks.
Briefing plus content, or briefing plus reports. Shared memory layer, per-client briefs, scheduled delivery. Handles a meaningful chunk of the agency's weekly workload. 3 to 5 weeks.
The complete 4-agent operating system with briefing, content, reporting, research, shared memory, and scheduled triggers. Built and tuned to your agency's workflow. 5 to 8 weeks.
Custom projects start with a free 30-minute consultation. A precise, fixed quote is provided before any commitment. All deliverables include full source code and documentation. You own the result outright.
Book a free 30-minute call. We map your situation, scope the right build for your practice, and agree on a fixed quote before anything starts.
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