The questions that come up first.
Pre-answered so the first call can spend itself on more interesting subjects.
ChatGPT Enterprise gives your team a chat window. We give your business an infrastructure layer — brand-aware agents, multi-stage workflows, governance, model routing, evaluations, observability. A chat window is a tool. We design the workshop.
An Audit completes in two days. A Blueprint in two weeks. A custom agent typically inside two to three weeks. A full white-label platform in four to six. The architecture exists; we customise it for your brand, your data, and your stack. What used to take quarters now ships in weeks.
It depends on scope, and we will not pretend otherwise. Audits begin small. Blueprints are fixed-scope. Builds and Partnerships scale with what we are building together. We share three-scenario mathematics by the second meeting and pricing is on the page of the proposal, not buried in it.
You do, from day one. Repositories sit in your organisation. Models are yours, or licensed in your name. White-label deployments run inside your cloud account if that is your preference. There is no vendor lock-in. There never has been.
A Brand Vault — a structured knowledge layer that every agent on your stack reads from before it generates. Voice rules, banned phrases, audience personas, product taxonomy, brand-on examples. Versioned, auditable, owned by your team. The drift problem becomes a versioning problem, which is solvable.
Reasonable category exclusivity is available on Partnership engagements. The Audit, the Blueprint, and the Build are open to anyone — what we build for you will not be what we built for them, and the work each agency does on top of the platform is what differentiates them.
Next.js and TypeScript on the front. Supabase or your cloud for data and authentication. LangSmith for observability. Model-agnostic on the LLM side — we route across Claude, GPT, Gemini, Grok and Sonar by job. Edge-first, server-side rendered where it matters.
The Audit. Two days. It is a real deliverable — you walk out with a plan you can act on without us. If the only question is whether to build, that is the right call to take.