Custom AI agents for CRM automation
Give each inquiry a clear owner and a reliable next step
An inquiry reaches your form, but the company name differs from the CRM record, the owner is missing or an existing customer enters a prospect sequence. I design, build and operate custom CRM-agent workflows that connect the inquiry to a clear decision, accountable owner and traceable outcome. The implementation and ongoing responsibilities fit your systems and project.
Start where an inquiry loses its context
A lead list is not a working handoff. We trace an approved example from its source through identity checks, customer state, assignment and the receiving person. A system receipt and an accepted handoff are different things: a successful API response does not show that the right person received the inquiry.
The work can support B2B sales, a B2C inquiry service or ecommerce customer journeys. The qualification and follow-up rules differ. I agree them with the people who own the process, then implement the fields, connections and exception handling included in the scope.
| What happens today | What I build | What we accept |
|---|---|---|
| The same submission appears twice | Stable source-event identity and replay handling | One accepted action for one event, with both delivery attempts recorded |
| A known customer looks like a new prospect | Customer-state lookup and an ambiguity queue | Existing state is preserved until the identity decision is resolved |
| An inquiry has no suitable owner | A named fallback and review route | An exception reaches the agreed person instead of disappearing |
| The CRM saves the record but follow-up fails | Separate record and handoff receipts | The open next step remains visible and owned |
Use an agent where interpretation helps
Exact identifiers, suppression rules and required fields belong in explicit logic. An agent can interpret permitted free-text context, suggest a classification or prepare a useful handoff summary. It should not guess a missing email, merge two people because their names look similar or treat a plausible company match as confirmed.
I compare an ordinary automation with an agent-assisted step before choosing the build. If a deterministic rule solves the problem reliably, that is the simpler implementation. If interpretation is useful, we define its permitted sources, output format and review conditions. CRM automation covers the broader process; custom AI-agent delivery explains how I build and manage the workflow.
| Work | Suitable approach | Owner of the decision |
|---|---|---|
| Check an exact source-event ID | Deterministic check | Agreed identity rules |
| Interpret an inquiry written in free text | Agent suggestion linked to the submitted text | Named reviewer for uncertain classification |
| Resolve conflicting customer identities | Hold and review | Authorised CRM owner |
| Send a follow-up message | Only within the agreed communication permissions | Designated communication owner |
The resolved CRM record can support lifecycle operations or conversion and lead-quality feedback. Those workflows check their own current eligibility, event meaning and permitted destination action. A correct record match or accepted sales handoff does not itself approve a message or advertising upload.
Worked example: an existing customer uses a different company spelling
Illustrative input and expected output only. These are synthetic records, not a connected CRM, executed test or client result. The workflow acceptance fixture is WF-CRM-01.
Input: inquiry EXAMPLE-L01 carries source event EXAMPLE-E01 and an email already linked to a customer contact. Its company text differs from the account name. The customer-state source is available; the communication-permission state must be retained.
| Observed input | Expected output | What stays pending |
|---|---|---|
| Existing contact reference plus different company text | Preserve both references and show the conflicting values | An authorised person resolves the company relationship |
| Known customer state | Keep the inquiry out of a new-prospect nurture path | Any new communication follows the existing permission state |
| The same event arrives again | Link the replay to the original event and action record | No duplicate record or second follow-up is accepted |
| Assigned owner cannot be found | Create a visible exception for the named fallback | Handoff is not marked complete |
| Destination write fails | Retain the failure and retry state under the agreed policy | No successful CRM update is reported without a receipt |
I take the workflow from strategy through build and handoff
Your team keeps the commercial and data authority reserved in the agreement. I own my agreed strategy, implementation, QA and delivery; a connection does not silently expand the actions the workflow may take. If the handoff depends on broader sales-process definitions, revenue operations can be included in the project.
- Map source authority, identities, customer states, routing rules and permitted actions.
- Build the agreed CRM connections, interpretation step, exception queue and operating view.
- Check correct records, ambiguous matches, suppressed contacts, duplicates, failed writes and incomplete handoffs.
- Give the receiving team field definitions, configuration, acceptance cases and a recovery procedure.
- Operate and improve the workflow personally when ongoing management is part of the engagement.
Agree the write, review and recovery rules before operation
I inspect your CRM objects, contact and account identifiers, form events and messaging connections before choosing APIs or workflow tools. I then implement the agreed integrations and evaluations in your environment; support for a specific account feature is checked before it becomes a delivery commitment.
Routine actions can run within the permissions agreed for the workflow. Ambiguous identity, a proposed merge, a changed routing rule or a communication outside those permissions goes to the named owner. I test those branches and the receiving record rather than accept a convincing summary as completion.
For reversible field changes, the operating record keeps the source event, destination, previous value and accepted new value. Recovery checks the current record before restoring anything, so a later valid update is not overwritten blindly. A message already sent cannot be unsent; its permission and content checks happen before the send step.
| Operating point | Agreed owner or rule | Acceptance evidence |
|---|---|---|
| Authorise the action | CRM and communication owners define permitted changes | Field, destination and action are in scope |
| Execute and reconcile | I build and test the agreed workflow | Destination readback and receiving-owner receipt |
| Handle a failed write or replay | Workflow recovery policy and named operator | No extra accepted action for the same event |
| Hand over or continue operation | Client operator or my scoped managed service | Configuration, tests, exception queue and recovery runbook |
Check the business value alongside the technical result
Before the build, count the relevant inquiry population, unresolved routing exceptions, duplicate actions and the time people spend checking and repairing handoffs. Use the same definitions after the pilot. Include review time and maintenance effort, not just the time an automated step takes.
A correctly routed inquiry is a technical and process outcome. A qualified opportunity, sale or retained customer is a later commercial outcome that needs its own observation. We judge whether the workflow earns its running cost from the agreed evidence rather than promising a fixed saving or more sales.
| Question | Evidence required | If it is missing |
|---|---|---|
| Did the right record change? | Source ID, destination ID and accepted field values | Keep the write unresolved |
| Was the handoff received? | Assigned owner and receiving acknowledgement defined for the process | Keep the next step open |
| Was communication permitted? | Authoritative permission/suppression state for that action | Do not infer permission from a form or import |
| Can the team recover? | A demonstrated failure case, recovery steps and named owner | Resolve the operating gap before widening the rollout |
Agree what I build, what runs and who receives it
We define the initial workflow, systems and access, test population, routine permitted actions, review points and delivery acceptance. You can take over a documented build, ask me to operate the agreed process or combine the two. Fees and timing depend on the actual scope, volume, system constraints and dependencies.
Bring one permitted example of a difficult inquiry and the people who own the source and destination. Do not put customer data or credentials in the contact form. I will use that starting point to define the implementation and the checks that make it useful.
Questions before the build
Do you personally build the CRM workflow?
Yes. I lead the process design and personally build, connect and test the implementation included in the engagement. I also document the workflow and hand it over, or operate it on an ongoing basis when that is part of the scope. Dependencies on your developers, CRM administrators or account features are identified before the build.
Does this require HubSpot or a new CRM?
No single CRM is assumed. We inspect the source, destination, available APIs or automation features and account permissions before choosing the connection. A migration or broader CRM rebuild is scoped separately if the current system cannot support the accepted workflow.
How is this different from a normal routing automation?
Normal automation is often enough for exact fields and explicit rules. An agent earns its place when permitted text or context needs interpretation. I keep exact identity and permission checks explicit and test whether interpretation improves the actual handoff enough to justify its review and operating cost.
Can the agent merge records and send messages automatically?
Only the actions explicitly agreed for the workflow can run. Ambiguous identity can remain a review task while routine, verified routing runs automatically. Merging records, enrolling a contact or sending a message needs its own accepted rules and communication permissions; tool access alone does not authorise those actions.
What happens if a source is unavailable or a write fails?
The workflow retains the original input, records the failed step and follows the agreed retry or review route. It does not turn an unavailable lookup into a new-customer assumption or a failed write into a completed handoff. Recovery is tested before the rollout grows.
Can this work for B2C or ecommerce as well as B2B?
Yes. The underlying work can connect inquiries, customer identity and follow-up across those models. B2B account ownership, B2C service routing and ecommerce customer journeys need different definitions. We build and accept the workflow around the actual customer process.
How will we know whether it saved time or improved sales?
Measure the same inquiry population and observation window before and after, including manual review, exception repair and maintenance. Track routing acceptance separately from later qualification or revenue. A technically correct handoff does not by itself establish a sales increase.
How do we stop or recover a workflow that changes the wrong field?
I build the agreed stop and recovery behavior into the workflow and test it before wider operation. Retain the event and field-change record, stop further affected actions and check the current destination state. Reversible fields can be restored under the accepted rule; a later valid update must not be overwritten. Already-sent communication needs its own incident response rather than a fictional undo. The handoff names who operates that procedure.
Personal strategy and execution
Define the first workflow we can build and check
Tell me which recurring decision or task needs to improve, which systems exist and who receives the output. We will define the build, checks and handoff or ongoing operation for your client/project scope.