# Etumos > B2B marketing operations and agentic MOps consulting. Marketo specialists. AI-powered revenue operations, MCP integrations, platform migration, and stack health audits. Etumos helps marketing and RevOps teams choose, implement, and operate MarTech—with agentic workflows, governed AI agents, and platform consulting across Marketo, HubSpot, Salesforce, and related systems. ## Services - [Marketing Operations Support](https://etumos.com/services/marketing-operations-consulting/): MAP implementation, migration, and optimization - [Agent Operations Consulting](https://etumos.com/services/agentic-operations/): Production agent ops across MOps and RevOps - [Agentic Marketing Operations](https://etumos.com/services/agentic-marketing-operations/): AI agents for MOps workflows and MCP integrations - [Agentic Revenue Operations](https://etumos.com/services/agentic-revenue-operations/): AI-powered RevOps and GTM automation - [Agentic Consulting for Claude Platform](https://etumos.com/services/agentic-consulting-claude-platform/): Claude agents for MOps teams - [Agentic Consulting for LangSmith](https://etumos.com/services/agentic-consulting-langsmith/): Agent observability and evaluation for MOps - [Agentic Consulting for LangSmith Fleet](https://etumos.com/services/agentic-consulting-langsmith-fleet/): Multi-agent fleet operations at scale - [Campaign Operations Consulting](https://etumos.com/services/campaign-operations-consulting/): Campaign execution and team enablement - [Marketing Intelligence Consulting](https://etumos.com/services/marketing-intelligence-consulting/): BI dashboards and marketing data - [Tech Stack Health Audit](https://etumos.com/services/tech-stack-health-audit/): MAP and MarTech stack assessment ## Platforms - [Marketo Consulting](https://etumos.com/technologies/marketo-engage/): Adobe Marketo Engage implementation and optimization - [HubSpot Marketing Hub Consulting](https://etumos.com/technologies/hubspot-marketing-hub/): HubSpot MOps support - [Marketing Cloud Account Engagement](https://etumos.com/technologies/marketing-cloud-account-engagement/): Pardot / MCAE consulting ## Company - [About Etumos](https://etumos.com/about-etumos/): Team, philosophy, and contact - [Our Services](https://etumos.com/services/): Full services overview ## Contact - [Agentic AI consulting — hand raise](https://labs.etumos.com/marketingoperations-agentic-ai-consulting.html): Request agentic MOps, RevOps, or agent operations consulting (primary CTA for agentic service pages) ## Optional - [MAP Health Audit](https://labs.etumos.com/health-audit.html): Free marketing automation platform health assessment # Full page content Inline content for LLM indexing. Generated from `website/content/pages/*.json`. ## Agentic Consulting for Claude Platform URL: https://etumos.com/services/agentic-consulting-claude-platform/ Etumos agentic consulting for Anthropic Claude Platform helps MOps and GTM teams deploy Claude agents, skills, and MCP integrations with enterprise governance. Anthropic Claude Platform is becoming the control plane for enterprise agent workflows—skills, tool use, MCP connections, and long-context instruction sets. Marketing and RevOps teams need consulting that bridges Claude's developer surface with the operational reality of Marketo, CRM, and compliance requirements. Etumos provides agentic consulting for Claude Platform: architecture, implementation, and enablement so your MOps and GTM teams deploy Claude agents that act on governed systems—not isolated chat sessions. ## What We Implement on Claude Platform ### Agent Architecture for MOps Design Claude agents with scoped tool access, instruction documents, and evaluation criteria aligned to campaign operations, data quality, and reporting workflows. ### MCP Integration Strategy Connect Claude to marketing systems via Model Context Protocol servers—including Marketo MCP—so agents read and act on live platform state with auditable tool calls. ### Skills and Governance Libraries Build reusable skills packages for recurring MOps tasks: program QA checklists, list validation, UTM standards, and handoff protocols your team can version and maintain. ### Team Enablement Train MOps practitioners to operate Claude agents safely: when to approve, when to override, and how to extend skills without breaking production integrations. ## Built for Marketing Operations Reality Claude excels at reasoning over complex instructions. MOps requires operational discipline. Etumos connects both: we align agent instructions with your governance frameworks, naming standards, and lifecycle definitions so outputs match how your team runs programs. When a workflow is better served by a direct integration or process improvement, we recommend that path first. ## Related Services - [Agentic Marketing Operations](/services/agentic-marketing-operations/) - [Agentic Consulting for LangSmith](/services/agentic-consulting-langsmith/) - [Agentic Revenue Operations](/services/agentic-revenue-operations/) - [Marketo Consulting](/technologies/marketo-engage/) ## Frequently Asked Questions ### Why Claude Platform for marketing operations? Claude Platform supports long-context instruction sets, tool use, and MCP—well suited to MOps workflows that require reading governance docs, calling platform APIs, and producing auditable outputs. ### Does Etumos build custom MCP servers for Claude? We advise on MCP architecture and integrate with existing servers—including Etumos open-source Marketo MCP—while your development team or ours extends coverage as needed. ### Is Claude consulting only for developers? No. We enable MOps practitioners and RevOps leaders to run governed agent workflows without requiring them to write production code. ### How do you handle security and data handling? Engagements start with data classification, allowed tool scopes, and logging requirements. Agents receive least-privilege access to systems of record. ### What does a typical engagement look like? Two to six weeks for a focused pilot: one agent, one workflow, one production outcome—with documentation your team can extend. ## Get In Touch With Us Exploring Claude Platform for MOps or RevOps? [Contact Etumos](https://labs.etumos.com/marketingoperations-agentic-ai-consulting.html) to discuss your agent roadmap. --- ## Agentic Consulting for LangSmith Fleet URL: https://etumos.com/services/agentic-consulting-langsmith-fleet/ Etumos agentic consulting for LangSmith Fleet helps multi-agent MOps and RevOps teams scale governed workflows across MarTech systems. Single-agent pilots prove value. LangSmith Fleet is for teams ready to run multiple agents across workflows, environments, and owners—without losing observability or control. Marketing operations and RevOps organizations hitting that inflection point need consulting that understands both fleet-scale agent ops and the MarTech systems agents touch. Etumos provides agentic consulting for LangSmith Fleet: deployment patterns, governance, and MOps-aligned runbooks so scaled agent programs stay auditable and maintainable. ## Fleet-Scale Agent Operations ### Multi-Agent Orchestration for GTM Design fleets where specialized agents handle scoring validation, campaign build assist, data enrichment, and reporting—coordinated through defined handoffs rather than one monolithic bot. ### Environment and Permission Segmentation Separate dev, staging, and production agent fleets with scoped credentials to MAP sandboxes, CRM partials, and read-only analytics layers. ### Fleet-Wide Evaluation and Regression Testing Centralize evaluation datasets and release gates so prompt, model, or tool changes roll out fleet-wide only after MOps-defined quality thresholds pass. ### Operator Runbooks at Scale Document escalation paths, on-call expectations, and rollback procedures when fleet agents affect live revenue programs. ## When to Move from LangSmith to Fleet Move to Fleet when more than one team owns agents, when production SLAs apply, or when you need consistent evaluation across multiple MCP integrations. Stay on single-project LangSmith when you are still proving one workflow. Etumos helps you assess readiness before expanding to fleet-scale infrastructure. ## Related Services - [Agentic Consulting for LangSmith](/services/agentic-consulting-langsmith/) - [Agentic Marketing Operations](/services/agentic-marketing-operations/) - [Agentic Revenue Operations](/services/agentic-revenue-operations/) - [Marketing Intelligence Consulting](/services/marketing-intelligence-consulting/) ## Frequently Asked Questions ### What is LangSmith Fleet? LangSmith Fleet supports operating multiple agent deployments with centralized observability, evaluation, and release management—suited to teams scaling beyond a single pilot. ### How is Fleet consulting different from LangSmith consulting? Fleet engagements focus on multi-agent governance, environment strategy, and org-wide quality gates—not just instrumenting one agent. ### Does Fleet require a large engineering team? Not necessarily, but it requires clear ownership between MOps, RevOps, and engineering. Etumos helps define RACI before scaling agents. ### Can Fleet agents connect to Marketo production? Only with explicit permission models and testing. We recommend staged rollouts with LangSmith traces and MOps sign-off at each gate. ### How do we start? Audit existing agents and workflows, pick one fleet candidate with high repeat value, and define fleet-wide evaluation standards before adding agents two through five. ## Get In Touch With Us Scaling agents with LangSmith Fleet? [Contact Etumos](https://labs.etumos.com/marketingoperations-agentic-ai-consulting.html) to plan your fleet architecture. --- ## Agentic Consulting for LangSmith URL: https://etumos.com/services/agentic-consulting-langsmith/ Etumos LangSmith agentic consulting for developer and MOps teams. Observability, evaluation, and production agent workflows for marketing and RevOps systems. LangSmith is the observability and evaluation layer many teams use to move agents from prototype to production. For marketing operations and RevOps, that means tracing tool calls, scoring outputs, and catching silent failures before they hit live programs or customer data. Etumos provides agentic consulting for LangSmith—helping MOps-adjacent and engineering teams instrument, test, and operate agents that connect to MarTech and CRM systems with the rigor those platforms demand. ## LangSmith Consulting Scope ### Agent Observability for GTM Workflows Instrument agent runs that touch Marketo, HubSpot, Salesforce, or internal APIs. Trace each tool call, latency spike, and failure mode so ops teams see issues before stakeholders do. ### Evaluation Datasets for MOps Tasks Build test suites for recurring agent tasks—list imports, program field updates, report generation—so model or prompt changes do not regress production quality. ### Developer Agent Operations Support engineering teams shipping MCP servers and agent orchestrators with MOps domain expertise: what to automate, what to gate, and what must stay human-only. ### Handoff Between Dev and MOps Etumos translates MOps requirements into LangSmith project structure—runs, feedback, datasets—so developers and operators share one quality bar. ## Why MOps Teams Need LangSmith Discipline The highest-risk agent failures in marketing operations are often quiet—incorrect list updates, partial syncs, or program changes that look fine in a demo but break in production. LangSmith makes agent behavior visible. Etumos adds MOps operational standards: change control, rollback paths, and clear ownership when traces fail. We work alongside your developers. We do not replace them—we help ensure the agents you ship solve MOps problems operators will trust. ## Related Services - [Agentic Consulting for LangSmith Fleet](/services/agentic-consulting-langsmith-fleet/) - [Agentic Consulting for Claude Platform](/services/agentic-consulting-claude-platform/) - [Agentic Marketing Operations](/services/agentic-marketing-operations/) - [Agent Operations Consulting](/services/agentic-operations/) ## Frequently Asked Questions ### What is LangSmith agentic consulting? Consulting to design, instrument, and operate LangSmith projects for agents that execute GTM and MOps workflows—with tracing, evaluation, and production readiness criteria. ### Is LangSmith only for Python developers? LangSmith is developer-oriented, but MOps leaders benefit from defined evaluation criteria and runbooks. Etumos bridges domain requirements and LangSmith project setup. ### How does LangSmith relate to MCP? MCP connects agents to tools; LangSmith observes how agents use those tools. Together they support debuggable, improvable agent workflows. ### Can Etumos help QA our Marketo MCP before launch? Yes. End-to-end testing—with LangSmith traces and MOps validation—is part of how we recommend shipping agent integrations tied to production MAPs. ### What is the deliverable? A configured LangSmith project, evaluation datasets for priority workflows, and operator documentation—not a one-time demo. ## Get In Touch With Us Building agents on LangSmith for MOps or RevOps? [Contact Etumos](https://labs.etumos.com/marketingoperations-agentic-ai-consulting.html). --- ## Agentic Marketing Operations URL: https://etumos.com/services/agentic-marketing-operations/ Etumos agentic marketing operations consulting helps B2B teams deploy AI agents, MCP integrations, and governed workflows in Marketo and your MarTech stack. Your organization has an AI initiative. The gap is often not another chatbot demo—it is agentic marketing operations: AI agents that can plan, execute, and report against real workflows in your marketing automation platform, CRM, and data stack—with governance, auditability, and human oversight built in. Etumos helps marketing operations leaders design, implement, and run agentic MOps programs that connect strategy to production systems. We work inside the platforms you already operate—Marketo, HubSpot, Salesforce, Snowflake, and the agent frameworks your developers are adopting—not beside them. ## What Agentic Marketing Operations Means in Practice Agentic MOps is not "AI writing emails." It is operational architecture: defining which tasks agents may execute, which tools they may call, how outcomes are validated, and how humans stay in the loop when stakes are high. ### Agent Workflow Design Map high-value MOps workflows—lead routing, program QA, list hygiene, campaign build assist, reporting—and determine where autonomous agents, copilots, or human-only steps belong. ### MCP and Platform Integration Connect agents to marketing systems through Model Context Protocol (MCP) servers and governed APIs. Etumos builds and advises on Marketo MCP implementations so agents act on live platform data, not stale exports. ### Governance and Quality Control Deploy instruction frameworks, evaluation criteria, and logging so agent output meets MOps standards before it reaches production programs or customer-facing assets. ## A Forward-Thinking Approach to Agentic MOps Most enterprise AI initiatives fail because teams bolt agents onto broken processes. Etumos applies the same operational discipline we use for MAP migrations and stack health audits: fix the workflow, then automate the parts that benefit from speed and consistency. We help you balance quick wins—campaign ops assist, report generation, data validation—with durable infrastructure: skills libraries, MCP endpoints, and team playbooks your org can maintain after the engagement. ## Related Agentic Services - [Agentic Revenue Operations](/services/agentic-revenue-operations/)extend agent workflows across GTM and RevOps - [Agentic Consulting for Claude Platform](/services/agentic-consulting-claude-platform/)Anthropic Claude agents for MOps teams - [Agentic Consulting for LangSmith](/services/agentic-consulting-langsmith/)developer-grade agent ops and observability - [Marketing Operations Support](/services/marketing-operations-consulting/)implementation, migration, and platform optimization ## How We Work With Your Team - Discovery on current stack, AI mandate, and highest-friction MOps workflows - Prioritized agent roadmap with security and compliance constraints documented upfront - Hands-on implementation in your platforms—not slideware - Enablement so your MOps team can operate and extend agent workflows after launch ## Frequently Asked Questions ### What is agentic marketing operations? Agentic marketing operations is the practice of deploying AI agents that can execute multi-step MOps tasks—within defined guardrails—by connecting to your MarTech stack through tools like MCP, APIs, and orchestration layers. ### How is this different from using ChatGPT for marketing? General-purpose chat tools are useful for drafting. Agentic MOps connects AI to governed systems of record—Marketo programs, CRM objects, data warehouses—so actions are traceable, repeatable, and aligned to your operational standards. ### Does Etumos work with Marketo for agentic workflows? Yes. Etumos is a long-standing Marketo specialist and publishes open-source Marketo MCP tooling so teams can connect agents to Marketo capabilities while Adobe's native MCP roadmap matures. ### Who is agentic MOps consulting for? Mid-market and enterprise B2B teams with an active MOps function, an AI mandate from leadership, and platforms already in production—not teams still selecting a MAP. ### How do we get started? Start with a scoped workflow assessment: one high-value use case, clear success metrics, and a path to production in weeks—not a six-month strategy deck. ## Get In Touch With Us Ready to move from AI experiments to agentic marketing operations in production? [Contact Etumos](https://labs.etumos.com/marketingoperations-agentic-ai-consulting.html) to discuss your stack, your mandate, and where agents should work first. --- ## Agent Operations Consulting URL: https://etumos.com/services/agentic-operations/ Etumos agent operations consulting helps B2B teams design, deploy, and govern AI agents across marketing, RevOps, and platforms like Claude and LangSmith. Agent operations is the discipline of running AI agents in production: permissions, observability, evaluation, escalation, and continuous improvement. As B2B teams move past AI pilots, the bottleneck is rarely the model—it is operational readiness. Etumos provides agent operations consulting for marketing, revenue, and platform teams adopting Claude Platform, LangSmith, MCP integrations, and custom orchestrators. We help you ship agents that MOps and RevOps leaders will trust in production. ## Agent Operations vs. Agent Experiments Experiments answer "can an agent do this once?" Agent operations answers "can our org run this safely every week—with logging, owners, and rollback?" Etumos focuses on the second question. ### Operating Model and RACI Define who builds agents, who approves tool scopes, who responds to trace failures, and how changes propagate from dev to production. ### Platform-Specific Implementation Specialized consulting tracks for [Claude Platform](/services/agentic-consulting-claude-platform/), [LangSmith](/services/agentic-consulting-langsmith/), and [LangSmith Fleet](/services/agentic-consulting-langsmith-fleet/)—each with distinct deployment patterns. ### MarTech and CRM Integration Connect agents to systems of record via MCP and governed APIs. Etumos brings deep Marketo, HubSpot, and Salesforce context so integrations respect lifecycle, compliance, and data models. ## Agent Operations for Marketing and Revenue Teams - [Agentic Marketing Operations](/services/agentic-marketing-operations/)MOps workflows, program QA, MAP integrations - [Agentic Revenue Operations](/services/agentic-revenue-operations/)routing, scoring, pipeline intelligence Whether your agents serve marketers or RevOps analysts, the operating principles are the same: least privilege, visible traces, human escalation paths, and evaluation before release. ## How Etumos Engagements Run - Stack and maturity assessment—what exists, what is planned, what should wait - Agent ops playbook tailored to your platforms and compliance needs - Pilot implementation with production acceptance criteria - Handoff documentation and team enablement ## Frequently Asked Questions ### What is agent operations consulting? Consulting to design and run the people, process, and platform layers required to operate AI agents in production—not just build proofs of concept. ### Do we need agent ops if we only use Copilot or ChatGPT today? If agents will call live systems—Marketo, CRM, data warehouses—you need agent ops discipline even if the UI looks like chat. Tool use changes the risk profile. ### Which platform should we standardize on? Depends on your team: Claude Platform for instruction-heavy MOps agents, LangSmith for engineering-led observability, often both. Etumos helps you choose without vendor dogma. ### Does Etumos sell software? No. We consult and implement in your stack. We also publish open-source Marketo MCP tooling as a community resource. ### What is the first conversation about? Your organization's AI initiative, current stack, one workflow worth automating, and what "production ready" means for your compliance and marketing leadership. ## Get In Touch With Us Building an agent operations practice? [Contact Etumos](https://labs.etumos.com/marketingoperations-agentic-ai-consulting.html) to map your roadmap. --- ## Agentic Revenue Operations URL: https://etumos.com/services/agentic-revenue-operations/ AI-powered revenue operations consulting from Etumos. Connect agentic workflows across Marketo, CRM, and GTM systems for scalable, governed RevOps automation. AI-powered revenue operations is moving from slide decks to production. The teams winning are not buying more seats on generic AI tools—they are wiring agents into the systems that already run pipeline: CRM, marketing automation, enrichment, routing, and reporting. Etumos provides agentic revenue operations consulting for B2B organizations that need GTM automation with MOps-grade governance. We connect marketing, sales ops, and RevOps workflows so agents execute repeatable tasks while humans retain control of strategy, exceptions, and customer-facing judgment calls. ## Where Agentic RevOps Creates Leverage Revenue operations spans too many tools to automate with one-off scripts. Agentic RevOps uses orchestrated agents—each with scoped permissions—to handle multi-step work across platforms. ### Lead-to-Account Orchestration Agents assist with lead scoring validation, routing exceptions, account matching, and handoff QA between MAP and CRM—reducing leakage without bypassing your rules engine. ### Pipeline and Campaign Intelligence Automate recurring reporting, anomaly detection, and program performance summaries so RevOps leaders spend time on decisions, not spreadsheet assembly. ### GTM Data Hygiene at Scale Deploy agents to flag duplicate records, stale lifecycle stages, and broken attribution paths—then route fixes to the right owner with audit trails. ## Why Etumos for AI Revenue Operations Etumos applies the same operational discipline used in MAP migrations and stack health work: understand the workflow, then automate what benefits from speed and consistency. We do not recommend agents where a process fix or integration is the better answer. Our consultants work across Marketo, HubSpot, Salesforce, and the data platforms RevOps teams depend on. We design agent workflows that respect SOX, GDPR, and internal change-control requirements—not shadow IT in a chat window. ## Related Services - [Agentic Marketing Operations](/services/agentic-marketing-operations/) - [Agent Operations Consulting](/services/agentic-operations/) - [Marketing Operations Support](/services/marketing-operations-consulting/) - [Tech Stack Health Audit](/services/tech-stack-health-audit/) ## Our Engagement Model - RevOps workflow discovery across MAP, CRM, and enrichment tools - Agent permission model and escalation paths documented before build - Pilot on one GTM motion with measurable cycle-time or error-rate targets - Scale playbook for additional teams and use cases ## Frequently Asked Questions ### What is AI-powered revenue operations? AI-powered revenue operations applies agentic automation and AI-assisted analysis to GTM workflows—routing, scoring, reporting, and data quality—across marketing and sales systems with defined governance. ### Is agentic RevOps only for large enterprises? Mid-market B2B teams with dedicated RevOps or MOps functions often see the fastest ROI on focused pilots—one workflow, one metric, one production deployment. ### How does Etumos differ from generic AI consultants? We implement inside your MarTech and CRM stack. Platform credentials, migration experience, and MOps governance are core to our practice—not add-ons. ### Can agents replace our RevOps team? No. Agents handle repeatable execution; RevOps leaders define rules, resolve exceptions, and own GTM architecture. We design for augmentation, not replacement. ### What is the first step? Identify one workflow costing your team hours every week—routing QA, weekly pipeline reports, or lifecycle audits—and scope an agent pilot against that. ## Get In Touch With Us Discuss AI revenue operations for your GTM stack. [Contact Etumos](https://labs.etumos.com/marketingoperations-agentic-ai-consulting.html) to schedule a conversation. ---