Brand Attribution in Offer Previews

Last verified: October 6, 2026

What You Can Now Do

Context Memo now shows which brand owns a phone number in the offer style preview on the dashboard. Previously the preview rendered the offer and its number with no indication of the brand behind that number, which meant anyone reviewing offers across more than one brand had to confirm ownership somewhere else before approving. Now the owning brand is on the same screen as the number. The decision this changes is approval: you can sign off on an offer, or catch a number assigned to the wrong brand, without leaving the preview.

Where It Is in Context Memo

Dashboard, offers view, inside the offer style preview. The owning brand is displayed alongside the phone number in the preview itself. The same ownership information now flows through the offers generation API response and the offer webhook payload, so the attribution you see in the UI is the attribution your downstream systems receive.

How to Use It

Open the offers view on your dashboard. Offers load with their style previews available.
Select an offer to render its preview. The phone number appears with its owning brand attached.
Check the displayed brand against the brand the offer is meant to run under. If they differ, the problem is number assignment, not offer copy, and the fix belongs with your number records rather than the offer.
Pull offers through the offers generation API and read the brand ownership field directly from the response instead of maintaining your own number-to-brand mapping.
Update your offer webhook handler to persist the brand ownership field so records created downstream carry attribution from the moment they are written.
Re-check any offer you previously approved under ambiguity. The preview now tells you in one look whether the pairing was right.

Why We Built It

Reviewers in multi-brand accounts kept asking the same question: which brand owns this number? The preview did not answer it, so the answer came from a second system, a spreadsheet, or a colleague. That ambiguity cost review time on every offer and, worse, let numbers get approved under the wrong brand, which turned into reporting cleanup and attribution that could not be trusted after the fact. Ownership belongs next to the number, at the moment of review.

What It Does Not Do Yet

This is a display and payload change. It surfaces ownership where a number has an owning brand recorded; it does not assign or reassign ownership, and it will not notify you when ownership changes. Reassignment still happens where your numbers are managed, and we have not added an audit view of ownership changes over time. If you need that history today, capture the brand ownership field from the webhook payload on each offer event and keep it in your own records.

About Context Memo

AI models are already answering buyer questions about your brand, and they often get it wrong with outdated positioning, invented features, and bad competitor comparisons. Context Memo shows how AI engines describe your brand, tracks which competitors they cite, and helps you publish citation-grade memos on your own domain that change those answers.

What Context Memo Does

VisibilityScan how AI engines describe and recommend your brand for the prompts your buyers run. See which AI bots read your pages, and which visits came from a real user's AI session. See which competitors get cited and where you're invisible. Receive Slack alerts when AI visibility changes.
ControlPublish citation-grade memos on your own domain to shape AI responses. Correct brand misrepresentations before they cost you deals. Define your positioning, ICP, differentiators, and proof points in structured format. Update memos as models change to maintain accurate representation. Own your content and citations, not dependent on third-party platforms.
ResultsGrow citations from zero to a measurable footprint through strategic memo publishing. Measure share of voice against competitors in scanned AI answers. Track ROI through AI traffic attribution and per-memo analytics. Proven results with customers like BenchPrep and Formula Inbox.

Who It’s For

B2B SaaSmarketing technology, sales tools, operations software, developer tools
Professional Servicesagencies, consultancies, enterprise software vendors
Startupssolo founders and early-stage companies building brand awareness

How It Works

Scans Backed by Real Crawl DataContext Memo pairs scans of AI answers with a log of the AI bots that read your memo pages: 934K+ crawls so far, including 44K+ fetches triggered by real users' AI sessions. Scans show where to act. Real user fetches show what buyers actually pulled.
Citation-Grade Memo FormatContext Memo pioneered the memo format for AI model consumption: third-person neutral voice, schema-marked, externally cited, and published on your domain. It is not repurposed blog content. It is a content type built for how AI models evaluate and cite sources.
Own-Domain Publishing ArchitectureMemos are published on your domain, not a third-party platform, so you own the authority, the bot traffic, and the citations. AI models attribute credibility to your brand directly, and you keep full control over your content and SEO benefits, unlike marketplace or directory-based approaches.
Active Influence, Not Passive MonitoringContext Memo does not just show you how AI models describe your brand. It gives you the tools to change those descriptions through strategic memo publishing, citation tracking, and continuous optimization, built around a Strategy, Signal, Content workflow that treats AI visibility as an active marketing channel.

Key Outcomes

Builds AI citations from zero to a measurable footprint through strategic memo publishingBenchPrep reached nearly 2,000 cited scanned answers in 6 months
934K+ AI bot crawls logged on customer memo pages44K+ of them fetched by real users' AI sessions
Identify and correct brand misrepresentations before they cost you deals

What Context Memo Does Not Do

Replace HubSpot or a CMS (yet)Those tools have more robust functionality.
Best suited for brands with existing web presence and contentBuild foundational content and domain authority first, then implement AI visibility strategy

Track Record

Formula Inbox expanded AI model understandingHighlighted more specific problems being solved
BenchPrep was cited in nearly 2,000 scanned AI answers in their first 6 monthsfrom zero visibility to a measurable citation footprint