High-value workflows

Lead enrichment, duplicate detection, intent classification, account summaries, qualification support, territory routing, follow-up drafting, ticket classification, and CRM hygiene.

Extend the CRM you already use

We integrate with existing systems through supported APIs and webhooks. The goal is a reliable workflow around HubSpot, Salesforce, Zoho, or a custom CRM, not an unnecessary platform replacement.

Control and measurement

Every automated decision has an owner, fallback, audit trail, and success metric. Sensitive messages and consequential record changes can remain approval-only.

The challenge

Your CRM has become a data graveyard

Reps spend a meaningful share of their week on manual data entry, updating fields, logging calls, and re-reading notes to remember where a deal actually stands, time that should be spent talking to customers.

Lead qualification is often inconsistent because it depends on whichever rep happens to review a new lead, rather than a defined, repeatable process applied the same way every time.

Most CRMs can technically support automation, but out-of-the-box rule builders are rigid. They can move a record when a field changes, but they cannot read a message, understand intent, or make a judgment call the way a person can.

Reporting suffers too. When data entry is inconsistent, forecasts and pipeline reports become unreliable, which makes it harder for leadership to trust the numbers coming out of the CRM at all.

Our approach

AI workflows connected to the CRM you already use

We connect AI-driven workflows directly to HubSpot, Salesforce, or Zoho through their native APIs, so automation happens inside the system your team already lives in, not a separate tool they have to remember to check.

Incoming leads and messages are analyzed for intent and qualification signals, then scored and routed automatically, so your team spends its attention on the leads most likely to close rather than working every record in the order it arrived.

We build with your existing sales process as the source of truth. The goal is to remove manual busywork around data entry and routing, not to replace the judgment of your sales and support teams.

We also build lightweight dashboards so your team can see automation performance directly, which leads were auto-qualified, how routing decisions were made, and where the model is uncertain and defers to a human instead.

How we work

A clear path from first call to launch

Map your current process

We document how leads and tickets actually move through your team today, including the exceptions.

Connect the CRM

We integrate through the CRM API and identify where automation removes the most manual work first.

Build scoring and routing

Custom logic is built to qualify, score, and route records based on real signals, not just field values.

Roll out and refine

We monitor how the automation performs against real deals and adjust thresholds and rules with your team.

Report on impact

We track how automation affects response time, conversion, and rep workload, so the impact is measurable, not anecdotal.

What's included

Capabilities built into every engagement

Native integration with HubSpot, Salesforce, and Zoho
Automated lead qualification and intent detection
Predictive scoring based on historical outcomes
Automated routing to the right rep or queue
Reduced manual data entry across the pipeline
Reporting on automation impact over time
Dashboards showing automation performance in plain terms
Confidence thresholds that defer to a human when uncertain

Who this is for

This fits sales and support teams with meaningful lead or ticket volume, where reps are spending too much time on manual qualification and data entry instead of closing deals or resolving issues. It is also a strong fit for teams that have tried basic CRM workflow rules and found them too rigid to reflect how leads actually behave.

A frequent mistake is automating lead routing before the qualification criteria are clearly defined. Automation applied to an undefined process just moves bad decisions faster, so we always clarify the rules with your sales team before building anything.

The clearest measure of success is time reps spend selling versus time spent on data entry and manual qualification. When that ratio shifts even modestly, pipeline velocity improves without adding headcount.

Leadership also gains a CRM they can trust for forecasting, since consistent, automated qualification removes the variability that comes from every rep interpreting a lead slightly differently.

Typical tech stack

HubSpot / Salesforce / Zoho APIs
OpenAI / Claude
Python services
Workflow automation

Typical investment

$6,000 - $18,000 (MVP to scale)

Frequently asked questions

Which CRMs do you support?

HubSpot, Salesforce, and Zoho are our most common integrations, connected through their native APIs.

Will this replace our existing CRM workflows?

No. We extend your current workflows with automated qualification and routing rather than replacing your CRM.

How is lead scoring validated?

We start with a baseline against historical outcomes and refine scoring rules with your sales team before full rollout.

Will this replace our sales reps?

No. The goal is to remove manual busywork around qualification and data entry so your team spends more time actually selling and supporting customers.

Ready to make progress?

Start your project brief

AI CRM automation that removes work without losing control.