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Ryan GinsbergAI-Native Operating Partner

My expertise

Business understanding.
Technical depth. Working systems.

My expertise spans operational diagnosis, data modelling, integrations and custom development. I turn the business requirement into a system the team can operate.

Common situations

Start with the problem you recognize.

01

The original builder has gone.

Reconstruct the behavior, dependencies and decisions needed to maintain the system.

Inherited systems →

02

Quotes and invoices need re-entry.

Connect pricing, approval and completion records to the next step in the commercial workflow.

Commercial workflows →

03

Nobody trusts the report.

Check the event definitions, source records and exceptions before rebuilding the dashboard.

Reporting integrity →

04

The team leaves the CRM to finish the job.

Bring the relevant information or action onto the customer, deal or job record.

Custom interfaces →

05

A proposed build may be unnecessary.

Compare the existing features, a suitable product and a custom approach against the difficult case.

Choose the approach →

06

The system owner wants to do more.

Learn to use AI, context and development tools on real tasks through practitioner coaching.

Practitioner coaching →

Let’s talk

What needs to work better?

What have you inherited, or what keeps getting stuck?

Tell me what is happening, what you have already tried and why it matters now. We’ll talk through the result you need and who will own it with us.

A free 30-minute conversation to identify the problem, separate what we know from what needs checking, and agree a useful next step. You’ll receive a written recap, whether or not we work together.

Included when you choose to email me.