Business Systems & AI Integration

Plenty of businesses know AI should be doing something for them. The harder question is where it fits, and the honest answer is usually that the systems and processes underneath have to connect first.

The CMO knows the website should be doing more. The sales lead can’t trust the CRM data. Operations is running on spreadsheets that should have been replaced two years ago. These can look like separate problems, but they usually trace back to the same thing: work that doesn’t move cleanly between systems.

We sit with your marketing, sales, and operations teams, map how the work actually flows, and find where it breaks. Then we build what removes the friction: an integration, a custom tool, an AI layer, or a better process. We design the workflow first and choose or build the tool second. AI is one more system we connect, wired like a CRM or an ERP, and we reach for it when the work is fuzzy: the judgment calls, the language, the unstructured data. It earns its place once the data underneath is clean and connected. This work does not require a website. Some engagements begin here with none in scope at all.


What we do

We map how work moves between your teams and systems, and we find where it breaks. We design the process that removes the friction, then build the integrations, custom middle layers, and AI connections that run it. We connect AI to the systems it needs to see, so it works on your real data rather than a demo. We own the outcome: monitoring, extending, and improving as your operations change.


Where AI fits

DepartmentWhat AI integration looks like
MarketingAI connected to content pipelines, publishing workflows, personalization, and structured content surfaces that agents can actually read
SalesAI connected to CRM data for pipeline insights, proposal generation, lead scoring, and contact enrichment
OperationsAI connected to ERP, warehouse, forecasting, routing, and operational reporting

What separates us from the agencies that added “AI” to their services in the last 18 months is that we are not retrofitting. The integration practice was already here: 10+ years of building the connections between systems that need to share data. AI is the newest connection to build, not a new business we just entered.


Who this is for

Founders and marketing leaders who can tell something isn’t working across their systems but haven’t been able to name exactly what needs to change. Companies that know AI should be doing something inside the business but have no one internally to own the integration. You want a partner who has spent 10+ years inside marketing, sales, and operations, not just building for them, and who will own the result.

Insights & lab

Insights from Strapi and lab projects that reference this service, or use a Strapi tag slug matching the service slug

Business systems and AI work: