The Multi-Agent Advantage Your Competitors Already Have

Visualizaciones

5 vistas

Likes

0 likes

Comentarios

0 comentarios

Most people are still typing prompts one at a time into a box. That works, and it is also the floor. The businesses pulling ahead are running several agents at once, each doing one narrow job, with something above them deciding who runs and something beside them checking the work. These are five multi-agent workflows you can actually build, with the specific architecture for each one, in the order I would build them. Before the list, there is one rule that decides whether any of them survive a real week: reliability multiplies. If one step is right 85% of the time, ten of those chained together land at about 19%. That is arithmetic, not an opinion, and it is why every workflow here has a checker in it. TIMESTAMPS 0:00 Beyond single prompts 0:27 The one rule: reliability multiplies 0:56 The four building blocks 1:31 Workflow 1: Inventory and demand forecasting 1:44 How to build it 2:23 Workflow 2: Hyper-personalised ad creative 2:39 How to build it 3:18 Workflow 3: Quote to cash 3:28 How to build it 4:01 Workflow 4: Reputation and review recovery 4:11 How to build it 4:41 Workflow 5: The weekly operations analyst 4:51 How to build it 5:23 What it does when it is not sure 5:57 The order to build them in THE FOUR PATTERNS Routing: one agent reads the input and decides which specialist handles it Parallelisation: several agents work at the same time on different pieces Orchestrator and worker: a lead agent breaks a job into parts and hands them out Evaluator and optimiser: one agent produces, a second grades it and sends it back THE FIVE WORKFLOWS 1. Inventory and demand forecasting — orchestrator and worker, plus an evaluator that scores last month's forecast against what actually sold before you see this month's 2. Hyper-personalised ad creative — a router splits your personas, one creative worker runs per persona in parallel, an evaluator kills any two concepts that are secretly the same idea 3. Quote to cash — a classifier routes the enquiry, a builder constrained to your real price list drafts it, a margin checker flags anything thin, you sign 4. Reputation and review recovery — a sentiment router with two completely different paths. Happy goes to a drafting agent and your batch approval. Unhappy goes straight to you with nothing sent 5. Weekly operations analyst — parallel readers over sales, ads, calendar and cash into a synthesiser, with an exception layer that only reports what fell outside your band THE BUILD ORDER Reviews, then the weekly analyst, then quote to cash, then forecasting, then the creative engine. Build one. Run it two weeks. Then build the next. FREE PROMPTS AND ARCHITECTURE: https://docs.google.com/document/d/1rkUPkn7fCMUtKg9Yc7RHMuTH0yvafdU-Qeg8TU7RCLs/edit?usp=sharing WORK WITH ME www.salihthecmo.com I am Salih. I build AI-powered customer acquisition systems for service businesses. This channel is where I show you how those systems actually grow revenue, using whatever tool does the job. Big Dreams. Smart Systems. Real Results. #AIAgents #MultiAgent #SmallBusiness