Pilots that never ship.
Proofs of concept impress in the demo, then stall in IT, legal or brand review.
Agentic AI for enterprise marketing
murumbdev builds, runs and teaches agentic AI flows for enterprise marketing teams. Campaigns, localization and content move faster across every market, with human approval, brand control and EU-grade data governance built in.
Deployed in your cloud EU data residency Human approval on every output
The problem
Most enterprise marketing teams are stuck in the same place. AI is on every roadmap, but very little of it reaches production.
Proofs of concept impress in the demo, then stall in IT, legal or brand review.
Copilot and Gemini seats are paid for. Adoption is low and ROI is impossible to show.
Adaptations, translations, product copy and social variants still cost weeks and a big share of the budget.
Your people already use public AI tools, often with data they shouldn't paste there.
The problem isn't the models. It's the missing layer between AI and the way your marketing organization actually works. That layer is what we build.
Build · Run · Teach
Most vendors sell you one piece: a tool, a pilot or a training day. We cover the full loop, so AI keeps working after the kickoff deck is forgotten.
Agentic marketing flows, designed around your process.
We map one high-volume workflow, then build AI agents that research, draft, adapt, check and route work for approval. Flows connect to the systems you already run: CRM, CMS, DAM, analytics and collaboration tools. Integration is part of the build, not an extra project.
OutcomeA working flow in production, with metrics agreed before we start.
We operate your AI flows, so your team doesn't have to.
Models change, prompts drift, brand rules evolve. Our team monitors quality, tunes the flows, adds new markets and use cases, and reports results every month.
OutcomePredictable output and continuous improvement, without hiring an AI team.
AI skills your marketing team will actually use.
Hands-on programs for marketers, managers and leadership. From safe everyday use of the tools you already license to working alongside agentic flows. Built around your real campaigns, not generic exercises.
OutcomeMeasurable adoption, fewer risky workarounds, and a team that can spot the next flow worth building.
Use cases
We start where volume is high, rules are clear and delays are expensive.
Turns one master campaign into market and language variants, checks them against local rules, routes for approval
Launch in every market in days, not weeks
Brief → draft → brand and legal check → human approval → publish to CMS/DAM
More content, consistent voice, fewer review loops
Converts catalog data into descriptions, SEO copy and marketplace listings in many languages
Full catalog coverage without agency backlogs
Monitors competitors, pricing and trends; delivers weekly briefs to leadership
Decisions on current signals, not last quarter's report
Pulls cross-channel data and writes insight summaries with recommendations
Hours of reporting turned into a ready-to-read brief
Your guidelines and campaign playbooks as an agent every marketer can ask
Fewer "is this on brand?" emails, faster onboarding
Don't see your workflow? Tell us about it. The audit is built to find the flow worth automating first.
Governance & security
Enterprise AI fails at the approval stage more often than at the technology stage. We design for your review process from day one.
Download our security & governance overviewFlows can run inside your Azure, AWS or Google Cloud environment, with EU data residency.
We use enterprise model agreements where your inputs and outputs are not used to train models.
Every external-facing output passes an approval step you define. Nothing publishes on its own.
Dedicated review agents check tone, claims, legal terms and market rules before a human sees the draft.
Every draft, edit and approval is logged: who, what, when and which model.
We document each flow's data use and risk level so your DPO and legal team have what they need.
We build on Microsoft, Google, Salesforce and Adobe ecosystems instead of adding another platform to manage.
How we work
No year-long transformation program before you see results. Each step is fixed in scope and ends with a clear decision point.
We work with your marketing, IT and legal leads to map workflows, score them on impact and effort, and deliver a prioritized flow roadmap with business cases.
One flow, one team or market, success metrics agreed upfront. Built in your environment, reviewed by your governance.
Roll the proven flow across brands and markets, and add the next flows from the roadmap.
We operate, monitor and improve your flows, with monthly reporting on output, quality and savings.
Training cohorts so your team works confidently with AI and keeps finding new opportunities.
Every pilot has exit criteria. If it doesn't hit the agreed metrics, you're not locked into anything.
Who it's for
Show measurable AI results to the board, not another pilot.
Get flows that fit your stack and approval chains.
Deliver marketing use cases inside your governance framework.
Upskill marketing teams with programs tied to real work.
Partners
Consultancies and agencies: your clients are asking for agentic AI in marketing. We deliver it under your brand or alongside your team, from audit to Run.
Talk partnershipsNo. We automate repetitive production so your agencies and team focus on strategy and creative work.
No. We build on the platforms and model providers you already use or approve, and you own the flows we build.
Where you decide. We can deploy inside your cloud with EU data residency and enterprise model agreements.
We don't sell design. Integration and engineering are included where a flow needs them.
An audit can usually begin within a few weeks of signing, depending on your onboarding process.
Pilots have agreed metrics and exit criteria. You decide whether to scale based on results.
In a 45-minute call we'll look at your marketing workflows and tell you honestly where AI can deliver, and where it can't yet.
Book an AI marketing audit