Every AI system at MarginOps runs on Anthropic's Claude. Agent deployment, pricing engines, customer intelligence, infrastructure automation, operational workflows — Claude is the foundation for everything we build and ship.
We evaluated every major foundation model. Claude is the only one we trust to run production systems that directly affect our clients' P&L. Three reasons.
Constitutional AI means we can deploy Claude into sensitive business contexts — pricing decisions, customer communications, board reporting — with confidence in responsible behaviour. Enterprise-grade security. No training on client data. Anthropic's commitment to AI safety aligns directly with how we operate in regulated, high-stakes environments.
Agent teams, 1M token context window, and multi-step reasoning make Claude uniquely suited to complex business operations. Our agents process 3.6M transactions, analyse 16.4M customer profiles, and run real-time pricing across 37,800 products. No other model handles this depth of operational reasoning with the same reliability.
Claude Code, MCP integration, and the Agent SDK give us production-grade tooling for real implementations. We don't prototype — we ship. Claude Code powers our infrastructure migrations and CI/CD pipelines. MCP connects our agents to live databases, APIs, and business systems. The Agent SDK orchestrates multi-agent workflows that run 24/7 without supervision.
This isn't a badge on a marketing page. Claude is embedded in every system we build and every engagement we run. Here's exactly how.
Claude analyses 3.6M historical transactions across 37,800 products to build elasticity models, generate markdown recommendations, and run real-time pricing monitors every 15 minutes. The engine replaced a £75K/year external vendor and delivered +77% revenue, +80% units, +72% gross profit within five weeks of deployment.
Learn more →Claude processes 16.4M customer profiles for RFM scoring, churn prediction, and intelligent segmentation. The discount suppression model — identifying 90,000 customers who will buy at full price — protects £8.3M in margin. All segment logic, scoring algorithms, and campaign triggers are Claude-generated and Claude-maintained.
Learn more →A Claude-powered chatbot handles first-line customer queries, marketplace seller support, and ticket triage. CSAT moved from 59% to 80%. The CX agent continuously analyses support patterns, identifies friction points, and feeds recommendations into the product and operations teams. Every customer touchpoint is Claude-enhanced.
Learn more →Claude Code drives our infrastructure migration playbook — from £38K/month AWS to £15K/month hybrid cloud. CI/CD pipelines, server provisioning, Nginx configuration, database optimisation (59,000x query speedup), CDC pipeline management, and zero-downtime deployments. All built and maintained with Claude Code.
Learn more →190 automated marketing flows designed, built, and orchestrated with Claude. Welcome sequences, win-back campaigns, SMS optimisation, lifecycle triggers, and personalised voucher distribution across four discount tiers. Claude generates campaign logic, writes copy variants, analyses performance, and continuously optimises send timing and frequency.
Learn more →Claude agents run 24/7 across marketplace management (196 sellers, 36K+ products), SEO optimisation (including LLM ranking visibility), cross-platform analytics, and anomaly detection. The marketplace agent handles zero-seller identification and automated offboarding. The SEO agent runs technical audits and content analysis autonomously.
Learn more →Claude powers the transformation programme tracker — 119 EBITDA-tagged initiatives across 7 workstreams with real-time status reporting. Board packs, initiative tracking, value quantification, and programme health dashboards are all Claude-generated. The board sees exactly which initiatives are delivering and which need intervention.
See the case study →We've been building on Claude since the early days. Each model generation has unlocked new capabilities in how we run consulting engagements.
First model that could handle the complexity of enterprise consulting work. Deep reasoning across long documents, nuanced understanding of business context, and reliable enough for client-facing outputs. This is where we committed to building exclusively on Claude.
Speed and cost efficiency allowed us to scale agent deployments across multiple workstreams simultaneously. The pricing engine, CX agent, and marketplace agent all went into production on 3.5 Sonnet. Fast enough for real-time monitoring, smart enough for complex business logic.
The step-change in reasoning depth meant our agents could handle multi-step operational decisions that previously required human oversight. Pricing recommendations became more nuanced. Customer segmentation became more predictive. Board reporting became more insightful.
Claude Code with Opus 4.5 transformed our infrastructure work. Full cloud migrations, database optimisations, CI/CD pipelines — all built with Claude Code as the primary engineering tool. The 60% cloud cost reduction was delivered almost entirely through Claude Code sessions.
The 1M token context window and native agent team orchestration changed how we run consulting engagements entirely. We now deploy coordinated agent teams that share context across workstreams — the pricing agent feeds the CRM agent, the CX agent informs the marketplace agent, the DevOps agent supports them all. This is the model that made autonomous, multi-agent business operations a production reality.
Opus 4.6's agent teams and 1M context window transformed MarginOps from a consultancy that uses AI into a consultancy that is AI. Every engagement now runs on coordinated Claude agent teams from day one.
Real numbers from production Claude deployments. Not demos. Not proofs of concept.
MarginOps is not a consultancy that happened to pick Claude. We are a Claude-native operation pursuing deep alignment with Anthropic's ecosystem and values.
Pursuing Claude Certified Architect certification to formalise our deep expertise in Claude deployment patterns, prompt engineering, agent orchestration, and production system design. Every engagement we run is an opportunity to demonstrate best practices in Claude architecture.
Continuous training through Anthropic Academy programmes. Our team stays current with the latest Claude capabilities, safety guidelines, and deployment patterns. When Anthropic releases new features — from extended thinking to tool use to agent teams — we're deploying them into production within days.
Every Claude deployment follows Anthropic's responsible use guidelines. We implement human-in-the-loop oversight for high-stakes decisions, maintain full audit trails on agent actions, and design systems with appropriate guardrails. AI safety isn't a checkbox — it's how we build trust with clients who are putting Claude in charge of real business operations.
Our 10+ team members are enrolled in Anthropic's training programmes — not just using Claude, but trained by the people who built it. This is the difference between a consultancy that calls an API and one that understands the architecture, safety characteristics, and deployment patterns at a foundational level.
Every engagement starts with our Anthropic-trained engineers pairing with your team. Your developers don't watch from the sideline — they co-build production AI systems from day one. By the end of the engagement, your team ships Claude agents independently.
We follow a structured 90-day mobilisation pattern: assess in 10 days, deploy in parallel tracks, enable your team through hands-on building, and transfer full ownership. At day 75, we run a self-sufficiency test — if your team passes, we leave.
See the methodology →Not a 12-week consulting exercise that produces a PowerPoint. Five days to audit your infrastructure, map AI opportunities, assess your team's capabilities, and deliver a 90-day deployment plan with ROI model.
Book your assessment →We deploy coordinated Claude agent teams that transform business operations from day one. No slide decks. No proofs of concept. Production AI systems that improve your margin — built entirely on Anthropic's Claude.