AI MARKETING AGENT IMPLEMENTATION & ORCHESTRATION
I help businesses put AI agents to work on defined marketing tasks. We connect the right information and tools, test the handoffs and agree where a person needs to review the result.
Agent implementation · Connected workflows · Monitoring
Himanshu Swaraj
Direct planning and marketing review
18 years in search marketing
Applied to the tasks, information and decisions that matter

START WITH THE WORK
A useful brief explains the input, the work to complete and what a satisfactory result looks like. I adapt the task to the information and tools your business uses.
RESEARCH
Gather relevant material from agreed sources, organise the findings and flag claims that need checking.
Output: a brief with sources and open questions.
ENQUIRIES
Read an incoming enquiry, organise the supplied details and identify missing information for your team.
Output: a structured record or draft follow-up for review.
CAMPAIGN CHECKS
Compare draft campaign material with approved offer details, required fields and a defined checklist.
Output: a review queue with specific issues.
REPORTING
Collect agreed performance data, highlight changes and prepare questions for the person making decisions.
Output: a summary linked to its source data.
HOW THE WORK CONNECTS
When a task benefits from several agents, I define what each can access, what it returns and how the next stage checks that result.
APPROVED CONTEXT
Business facts, permitted data and a defined task.
Assign the work, pass the context and check completion.
Find and organise evidence.
Produce the requested draft or record.
Review against agreed criteria.
Publishing, outbound messages, spending and sensitive changes follow the permissions we agree.
Example architecture. Roles and connections depend on the task; not every project needs all these stages.
Use defined steps when the route is predictable.
Use one agent when the task needs it to choose the next step or tool.
Use separate agents when each has a useful job and their combined work can be checked.
A PRACTICAL EXAMPLE
An enquiry arrives with a website, a short description and an unclear request. An agent workflow can organise those details, consult approved business information and prepare a briefing for your team.
If something is missing or conflicting, it should flag the question. Sending a reply or changing a CRM record follows the access and review rules we agree.
This is a workflow example, not a client result.

Read
Capture the request.
Prepare
Check the context.
Review
Approve the next action.
WHAT I IMPLEMENT
I connect the tools, test the workflow and agree who will maintain it. The work can include:
SPECIFICATION
Inputs, expected outputs, review points and examples of cases the system must handle.
CONNECTIONS
Agreed integrations, account access and data fields. I check what each platform supports before planning the connection.
ORCHESTRATION
Task boundaries, structured outputs and checks on what passes between stages.
TESTING
Normal requests, missing information, conflicting sources, failed tools and actions that need approval.
RUN LOGS & ALERTS
Run records, error alerts and usage information so your team can investigate a failed or unexpected result.
HANDOVER
Documentation, ownership, a pause route and agreed support for changes after handover.
PERMISSIONS & REVIEW
I set access and approval around the task. Reading an approved document, preparing a draft and publishing that draft are different permissions.
We also agree what happens when information is incomplete, a tool fails or the output does not meet the brief.
Use the accounts, sources and actions the workflow actually needs.
Define run limits, failure handling and a person who can pause the system.
Use agreed checks and human review for the decisions that need it.
Model, source and integration changes can affect behaviour. Updates need review.
PROJECT & SUPPORT OPTIONS
The right engagement depends on whether you need a defined implementation, connected agents or support for an existing system. If the main need is regular writing, visuals and publishing, managed content and social delivery may fit better.
DEFINED IMPLEMENTATION
For a clearly defined marketing task.
Project quoteBased on task complexity and access
Discuss Agent SetupCONNECTED RESPONSIBILITIES
For work that benefits from separate specialist agents.
Project quoteBased on agents, systems and review needs
Discuss OrchestrationONGOING OPERATION
For an agreed system that needs continued attention.
Monthly support quoteResponsibilities and response arrangements agreed
Discuss Ongoing SupportThe task, data access, integrations, number of agents, testing requirements and support responsibilities. Model usage, software subscriptions and hosting are identified separately. I review an existing system before agreeing to maintain it.
HOW THE PROJECT RUNS
Before the build, we agree what the system should do, how we will test it and who will run it after launch.
Map the task, sources, systems and intended result.
Choose the approach, access and approval points.
Connect the tools and implement the agreed behaviour.
Review normal cases, errors and permission boundaries.
Document operation, ownership and support.
YOUR EXISTING SYSTEMS
I review your website, CRM, source documents, reporting and publishing tools before proposing the build. For the wider enquiry and follow-up process, see campaign automation and management. A connection may use an available API, a supported integration or an agreed manual handoff. These agents run tasks within your marketing workflow. For how your business appears in AI answers, see the AI visibility audit.
I identify custom development, specialist access and running costs before the build, so you know what delivery involves.
Explore broader AI automationSource information
Approved business facts, documents and data
Connected tools
Permitted actions in your existing systems
Review & control
Output checks, permissions and approval
Ongoing operation
Logs, updates, monitoring and a pause route

WORK WITH HIMANSHU
I’m Himanshu Swaraj. My 18 years in search marketing help me define the business context, the information a task needs and the decisions that deserve review.
I turn the marketing task into a build plan, connect the available tools and review the output with you. If specialist engineering or platform access is needed, I explain that before work starts.
If you already have agents in place, bring the workflow and the problem you want reviewed.
Read about my experienceBEFORE YOU BUILD
You can bring a defined brief or a process that needs a closer look.
It is a system that uses a model, relevant context and permitted tools to work on a marketing task. Depending on the design, it can choose steps or tools within agreed boundaries. The useful question is what it should accomplish and how its work will be checked.
A fixed automation follows predefined steps. An agent can make bounded decisions about how to proceed using the context and tools it has. I review the task before choosing an approach; adding agents is not automatically an improvement.
Yes, where separate responsibilities make sense for the task. The scope defines each agent’s inputs, tools, outputs and checks, plus how coordination and human approvals work. Complexity, access and engineering requirements are agreed before implementation.
These terms describe coordination across agents. The practical work includes assigning tasks, passing context, checking outputs and dealing with failures. A job title does not define the service scope; we agree what will be built, operated and reviewed.
Only actions explicitly included in the agreed permissions and approval process are enabled. Drafting, sending, publishing and spending are treated as separate actions. We define human review points and a way to pause the system before release.
I can review the setup, its documentation and the issue you need addressed. Access, platform support and implementation quality affect what can be maintained. I confirm the scope before accepting ongoing responsibility.
The proposal itemises the agreed design, implementation, connections, testing, documentation and handover. Ongoing monitoring is separate unless included. Model usage, subscriptions and hosting are identified so the operating costs are clear.
This service implements and supports the agent system and its agreed tasks. Full content production, paid campaign management or sales follow-up can be scoped separately. The proposal identifies who operates the wider process and approves its outputs.
LET’S DEFINE A USEFUL BUILD
Share what you want an agent to handle, the tools it needs and where your team should stay involved.