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## Frequently asked questions

AI scaled the output. Nobody scaled the governance. Here's how Scribes closes that gap.

Q. What is Scribes?

Scribes is a ghostwriting and marketing studio that builds AI marketing infrastructure — a context and governance layer that sits between your team and any large language model, so you can scale content without losing control of brand voice.

Q. What is enterprise AI marketing governance?

Enterprise AI marketing governance is the discipline of keeping AI-generated marketing on-brand, accurate, and compliant as output scales. Scribes operationalizes it with a shared context layer that encodes your brand voice, approved claims, and guardrails — so every team and every model draws from the same source of truth instead of improvising.

Q. How is Scribes different from AI content tools like Jasper or Copy.ai?

Jasper, Copy.ai, Writer, Typeform, and similar tools create lock-in. The inputs you put into their SaaS tools build a harness you can't keep when you leave their subscription — the comparable is the friends you've made on Facebook, or the locations you've saved on Google Maps. Scribes is a governance and context layer that deploys into your own infrastructure, calibrating the models you already use to your brand voice and constraining what they can say. You get scale and control — and you keep the system.

Q. How does Scribes prevent LLM hallucinations in marketing content?

By giving the model structured context instead of a blank prompt. Your positioning, approved claims, and brand parameters live in the context layer, so the system produces copy grounded in your source of truth — reducing the off-brand moments that happen when generic AI content tools invent details.

Q. What is an LLM context layer and brand voice AI calibration?

A context layer is the connective tissue between your team and any LLM: a single, maintained representation of how your brand thinks, argues, and sounds. Scribes calibrates the model to that voice so output reads like your brand, not like generic AI — and it sharpens with every piece of content it touches.

Q. Does Scribes lock me into a specific AI vendor?

No. Scribes is designed to work with any LLM, so your governance and brand voice layer stays consistent even if you switch or combine models. When your engagement with Scribes ends, we hand you the context layer and coded tools to own on your local computer.

Q. Can Scribes run self-hosted or on-premises?

Yes. Scribes deploys directly into your own infrastructure — self-hosted or on-premises — so your brand context, source material, and generated content never have to leave your environment. Unlike SaaS wrappers such as Jasper or Copy.ai, which route your data through a third-party cloud, a self-hosted LLM context layer keeps governance, data residency, and security under your control.

Q. Who is Scribes for?

Marketing and communications leaders who want a smarter way to use AI to scale their company's brand and marketing work. If you're trying to build a GEO strategy, scale your executive communications, or build Web 4.0 marketing tools (MCP, plugins) — then we're a fit. We often work with growth and late-stage companies, as well as venture capital firms and their portfolio companies.

Still deciding whether your team is ready? Get in touch →