Is ChatGPT enough, or do brokers need their own AI systems?
ChatGPT and Claude are excellent tools for internal team productivity, prototyping and drafting. They are not adequate for regulated broker workflows — dealing desk, retention, KYC orchestration, surveillance. Firm-owned AI systems are non-negotiable for anything that touches client-facing regulated activity, produces evidence a regulator will pull, or represents a competitive moat.
ChatGPT and Claude are excellent tools for internal team productivity, prototyping and drafting. They are not adequate for regulated broker workflows — dealing desk, retention, KYC orchestration, surveillance. Firm-owned AI systems are non-negotiable for anything that touches client-facing regulated activity, produces evidence a regulator will pull, or represents a competitive moat.
The right answer is both
Every broker should be using frontier LLMs (ChatGPT, Claude, Gemini) for team productivity — research, drafting, code assist, meeting notes. That is table stakes.
For any AI touching a regulated workflow — dealing, retention, KYC, comms, marketing — a firm-owned system is required. Not because ChatGPT can't do it, but because the compliance envelope, the audit trail, the firm-specific tuning and the IP ownership all matter.
Related questions
Can we just wrap ChatGPT?
For internal productivity, yes. For regulated client-facing workflows, no — the envelope, the tuning and the ownership are not vendor-provided.
What about ChatGPT Enterprise?
Excellent for internal use. Still not appropriate as the runtime for regulated broker workflows.
Cost comparison?
ChatGPT Enterprise per-seat is cheap; a firm-owned system for a regulated workflow is a six-figure build. The comparison is only fair inside a specific workflow.
Where does bespoke start earning?
The moment a workflow becomes competitive differentiator or falls under regulator scrutiny.
Price of bespoke?
£15k Diagnostic → £75k+ Build → from £8k/mo Operator.
The right answer is not ChatGPT versus owned AI. It is ChatGPT for internal productivity and owned AI for the regulated, competitive layer.
The £15k AI Diagnostic maps which workflows should be which for your firm.