Give your AI the facts it needs.
Context Window Optimization (CWO) is Hyperize’s term for customers bringing evidence-backed business information into their own AI. A structured briefing describes the offer, evidence and limits. The customer copies it and chooses where to paste it and what to ask [S1]. The AI can then assess an offer within a specific decision. This complements discovery through search. It guarantees no recommendation, does not permanently train a model and does not connect accounts.
Your facts become assessable. The customer keeps the decision.
The customer’s question
Does this fit our business?
A CTO needs to assess scope, effort and limits. A briefing gives their AI a starting point.
Include sources and open questions. Vendor claims remain vendor claims.
SEO. GEO. CWO.
Search discovers content. With a briefing, the customer selects it.
Five parts for an informed assessment.
Hyperize uses five categories.
01
Evidence
Verifiable claims with sources and dates.
02
Examples
Specific cases with outcomes and scope.
03
Structure
Clear headings, tables and terms.
04
Limits
What remains open or is not included.
05
Positioning
Differences from other approaches.
Effects and limits
Context affects answers.
Pasted information adds to the conversation context. How AI uses it depends on the model, the question and other inputs.
“LLM Whisperer” studies deliberately biased prompts. It demonstrates a manipulation risk, not CWO effectiveness [S2]. Assess sources critically.
Try it
Copy. Paste. Ask.
The button below copies our briefing. Paste it into your AI and ask whether Hyperize fits your business [S1].
ChatGPT, Claude and Gemini links contain a prompt with the briefing address, not its full text. If retrieval fails, paste the copy yourself.
Your project
A briefing for your customers.
We agree content, evidence, maintenance, scope and timing before kickoff. Production templates and internal checks stay within the engagement. Discuss my AI briefing · Services and process.
From briefing to a usable website.
What supports the claims.
S1
Product
Public briefing and copy function
Hyperize · 2026-10-06
https://www.hyperize.ai/hyperize-briefing.md
Supports: The publicly available briefing, its language, claims and limits. The copy function can be checked on this page.
S2
Research
LLM Whisperer: An Inconspicuous Attack to Bias LLM Responses
Weiran Lin et al. · 2025-02-28
https://arxiv.org/abs/2406.04755
Supports: Targeted prompt changes can bias responses. The study measures neither this button nor a customer benefit from CWO.
