Contextual AI
Editing tax
Also called: AI editing tax, Rework cost
The editing tax is the recurring time and quality cost a marketing team pays to rewrite, re-tone and fact-check generic AI output before it can ship. Lean B2B teams typically lose 30–50% of the apparent productivity gain from AI tools to this tax — which is why context-aware AI, not better prompts, is the real lever.
Generic generative AI produces work that is plausible but not yours. The gap between "plausible" and "on-brand, on-strategy, factually sanctioned" is closed by humans editing — and that editing has a measurable cost.
The editing tax compounds across three dimensions:
- Voice rework — rewriting hype words, generic openings and off-tone phrasing back into the brand's actual voice.
- Claim verification — checking that statistics, customer references and product capabilities cited by the AI are sanctioned and current.
- Strategic re-alignment — discarding output that is technically correct but pointed at the wrong audience, message or stage of the funnel.
[Contextual AI](/glossary/contextual-ai) collapses the tax by feeding the brand voice, [approved claims registry](/glossary/approved-claims-registry) and ICP into every generation upfront, so the first draft is closer to shippable. The remaining edit is judgement, not rework.
Track the editing tax explicitly. Measure minutes-to-publish for AI-assisted assets before and after introducing a context layer. A 40–60% reduction is typical and visible within a quarter.
Related terms
Contextual AI
Contextual AI is AI that uses your persistent business inputs — brand guidelines, strategic objectives, messaging, and historical performance — as inputs to every output. Unlike prompt-only generative tools, it produces work that is on-brand and aligned by default, not after manual editing.
Approved claims registry
An approved claims registry is the canonical, version-controlled list of statistics, customer references, capability statements and competitive claims a marketing team is sanctioned to use externally. It is the source AI tools and human writers both pull from, so every asset cites the same facts in the same wording.
Brand voice AI
Brand voice AI is AI that has been given an explicit definition of how a brand sounds — vocabulary, tone, sentence rhythm, banned phrases — and applies that definition consistently across every output. It is the difference between AI that writes generically and AI that writes recognisably as you.
AI governance (for marketing)
AI governance for marketing is the set of guardrails that determine what AI is allowed to produce in a brand's voice, what data it is allowed to use, who reviews its output, and how mistakes are caught and corrected. For lean teams, governance is the difference between AI as a leverage tool and AI as a brand-risk tool.