Seven specialized AI agents running operations 24/7 — customer service, finance, inventory, marketing, merchandising, retail, HR — for €352/month. Honest 18:1 ROI with every assumption on the table. Updated daily from real operations — not a static PDF that ages.
For every €1 a brand spends on software, it spends €6 on services and headcount to operate that software. Shopify costs €2K/year. The people managing inventory, processing orders, answering tickets, and closing the books cost €200K+.
Most "AI agents" shipped in 2026 are chatbots that forget. Tools that break when models update. Demos that never make it to production. Static playbooks that are outdated the day they're published. Prompt libraries that break on the next model release.
OperAI is different. It's a living operating system that accumulates institutional memory, coordinates across domains, compounds every day — and shares what it learns back into the playbook and kit in real time.
Each agent owns a domain, speaks the brand's voice, and coordinates through a central strategy hub. One command center for the founder ties it all together.
Morning briefings, cross-domain synthesis, competitive scans, knowledge mining, agent coordination.
Ticket triage, WISMO responses, drafts with brand voice, pattern detection across tickets, escalation routing.
Weekly P&L, AR follow-ups, invoice reconciliation, multi-currency treasury, variance alerts.
Daily store reports, foot-traffic-driven staffing, inventory transfer flags, store A vs store B comparisons.
Campaign analysis, segmentation, subject line patterns, SEO opportunity mining, attribution tracking.
Sell-through analysis, size curve audits, markdown candidates, pricing positioning, wholesale ops.
Absence reports, payroll prep, vacation balances, onboarding, expense categorization.
Claude Code with all 44 MCP tools. The founder's direct interface to every agent and every system in the swarm.
Most AI vendors quote numbers they can't defend. "10× productivity." "50× return." "Pays for itself in a week." Then you ask how they calculated it and the conversation gets vague. Here's exactly how we get to 18:1.
| CS Agent — triage, drafts, policy lookups | 20h |
| Founder time freed — briefings & decisions | 10h |
| Finance — P&L, AR, reconciliation | 8h |
| Merchandising — sell-through & sizes | 6h |
| Retail — daily reports & staffing | 5h |
| Marketing — campaigns & segments | 5h |
| Strategy — synthesis & knowledge | 5h |
| HR — admin & payroll prep | 3h |
| Total hours offloaded weekly | 62h |
€21/h loaded labor derived from personnel budget ÷ headcount ÷ ~2,000 working hours × role mix. Conservative. No revenue impact claimed — every number here is a cost avoided.
Every day we run our own brand on this system. Every optimization, every new lesson, every production fix flows back into the playbook and the kit — automatically. You're not buying a snapshot. You're buying a subscription to our operational intelligence.
This is not a course you buy and forget. It's a living document backed by a production system that runs 24/7. The version you read tomorrow will be better than the version you read today — because tonight, the system will learn something new.
Real-time activity feed from production crons. Dynamic outcomes counter pulling from the live activity log. Honest ROI breakdown. Real cost data. Real agent telemetry. No mockups, no demo data, no vanity metrics — just the system doing its thing.
Most AI agent demos show one capability at a time. A system that's been running 6+ months accumulates features that never make the landing page — but that's where the real operational value lives.
Self-evolving prompts. The CS agent measures its own response quality, mutates underperforming prompts, and auto-promotes improvements. 94.7% accuracy after 3 months of evolution.
Six domain-expert agents + blind peer review for high-stakes decisions. Strategy, finance, retail, CS, marketing, merch. ~€1 per deliberation. 2-4 minute response time.
Cross-company knowledge library with strict anonymization. New deployments start at 70%+ autonomy instead of zero. REST API, live. The real moat.
Inbox → OCR → classify → rename → file in Drive → reconcile against POs → log in master sheet → route for approval. 5 minutes per invoice drops to <30 seconds.
Real-time CM3 per product across 9 data sources. Shopify, Stockagile, Amphora, Meta Ads, Pinterest, Klaviyo, GA4, Google Ads, Holded. Every product has a live CM3 number.
1,114 email campaigns analyzed for subject line, body, CTA, and performance patterns. Learned rules like "ALL CAPS = 2.7× revenue (if <15% of sends)" drive future drafts.
Contract-based cascading execution for multi-step operations. Each step has acceptance criteria. If any step fails, the entire operation rolls back atomically.
Tracks brand visibility in ChatGPT, Perplexity, Claude, and Google AI Overviews. Reverse-engineers cited content and optimizes. Mention rate improved from 35% to 60%.
The strategy hub has its own Visa corporate card with a monthly limit. Autonomous expense management on approved categories. Receipts auto-filed.
Most AI deployments start at zero. Month one is spent calibrating prompts, tuning thresholds, debugging edge cases. OperAI is different. Every deployment contributes anonymized operational patterns to a shared library. Every new deployment starts with those patterns pre-loaded. And both the free playbook and the paid kit reflect these learnings — updated continuously.
3 months to reach 91% autonomy. Learns everything from scratch.
Starts at 70% autonomy day one. Pattern library pre-loaded.
Starts at 85% autonomy with industry-specific patterns built in.
Every deployment makes every other deployment smarter.
The category is noisy. Most "AI for business" products are one of these things. We're not any of them.
OperAI is an operating system for running a brand. It owns the full operational stack from CS to finance to merchandising. 6+ months in production. 31 documented lessons. Honest 18:1 ROI. Every claim auditable.
The playbook is free. Read it, share it, convince your team. When you're ready to deploy, the Kit has everything you need.
The complete operational blueprint. 20 chapters, 32 production lessons, 15+ advanced capabilities. Read it online, no email required.
Stop reading, start building. Production templates, integration scripts, deployment calendar. The exact tools we use every day.
Both the playbook and the kit are updated daily from real operations. Running a brand doing €5M+ and want to explore how this could work for you?
Drop me a line — diego@laagam.com
20 chapters. 32 production lessons. 15+ advanced capabilities. Every number auditable. No email required.
Questions? diego@laagam.com