Coral Shark

Coral Shark Lab

Practical answers before you automate the work.

Start with the question you actually have: where AI helps, what to automate first, when to leave work alone, how to judge value and whether the software you already use is enough.

Start here

Decision frameworkWhat Should You Automate First?

The First-Workflow Gate: readiness before workload and ROI.

Stop conditionsWhen Not to Automate

Seven reasons to stop, hold or narrow the scope.

ArchitectureAI Automation vs Workflow Automation

DETERMINE / INTERPRET / DECIDE / ACT.

ValueAutomation ROI Without Making Up Numbers

Capacity Is Not Cash and the four value buckets.

Implementation choiceBuilt-In vs Integration vs Custom

The Least-New-System Ladder.

Problem pillars

Quote preparationStandardise preparation; keep pricing judgement human.Invoice chasingRoutine reminders with explicit dispute/escalation stops.Enquiry follow-upFast acknowledgement without uncontrolled promises.

What future evidence should add

Permissioned measured first-party evidence should strengthen these evergreen pages rather than create a new thin post every time. Methods, sample sizes, dates, failures and limitations stay visible.

What will never be enough

A generic model-generated article with no Coral Shark method, no original framework, no worked evidence and no defensible reason to cite it.