Plain-English, citation-backed guides written by a media buyer with twelve years of experience. Start with the cornerstone, then drill into the specific surface you're working on this week.
Start here. What ChatGPT ads are, who sees them, how targeting and pricing work, how to start, whether they work, and where the channel fits next to Google — with links to every deep dive.
Read the guideThe cornerstone. What context hints are, how OpenAI's relevance-weighted second-price auction scores them, how to write them, 50 worked examples, bulk-upload schema, pricing benchmarks, and common mistakes.
Read the guideHow context hints work in OpenAI ads and exactly how semantic intent matching differs from exact-match keywords — with a side-by-side table and a paid-search translation map.
Read the guideWhere ads appear, who sees them, the ad unit anatomy, eligibility, and the three trust principles OpenAI uses to keep the experience safe. Plain English, no marketing fluff.
Read the guide2026 pricing in plain numbers — CPC and CPM bids, the minimum spend that disappeared, budget scenarios by business size, max-bid strategy, and an honest read on whether it pays back.
Read the guideIs it right for your business? The 2026 self-serve launch and no-minimum reality, a verdict by business type, a lean first-campaign playbook, and when to choose organic instead.
Read the guideThe channel decision — search intent vs conversational intent, a full side-by-side, cost and measurement, a choose-X-if framework, budget-shift triggers, and when to run both.
Read the guideThe first-party-data layer — upload customer lists for inclusion, exclusion, and 0.1x-10x bid multipliers. File rules, the 25,000 minimum, SHA-256 hashing, and five operator playbooks.
Read the guideThe merchant catalog layer — the full-snapshot model, SFTP delivery, Parquet and shard rules, explicit removals, the three ingestion failures, and the phased rollout from sample to daily automation.
Read the guideThe field manual. Frameworks for the audience, intent, and topic layers of a hint, templates by funnel stage, and 30+ worked examples you can copy.
Read the guideWhat Ads Manager Beta does, the three settings you can never change, five-step setup, the interface level by level, reporting and exports, and the multi-account rules agencies hit.
Read the guideThe complete oCPC guide — prerequisites, all 13 conversion events, Bid Cap strategy, the July 27 budget change, API fields, and an optimization playbook.
Read the guideThe pixel, the Conversions API, and the image tag — full code, all 13 events, deduplication, hashing rules, platform setup, QA, and the attribution gap.
Read the guideAAM is the default for new ChatGPT Ads pixels and switches on for existing pixels August 17, 2026. What it does, how to opt out, and how to decide.
Read the guideThe {campaign_id}, {ad_group_id}, {ad_id} and {ad_account_id} macros, how they map to UTMs, and how to stitch ChatGPT Ads clicks into GA4 and your CRM.
Read the guideHightouch's Conversions API destination, Triple Whale reporting, Sonar Optimize, and the Pixel validation diagnostics panel — partner routes versus a direct build.
Read the guideThe four ways AI search and chat products make money from advertisers — conversational ad units, sponsored placements, product feeds, and agentic checkout — and what you can actually buy today.
Read the guideBuyers now shortlist inside ChatGPT before they visit your site. The comparison-query grammars, the content that gets lifted into shortlists, and the paid backstop at the moment of choice.
Read the guideHow the relevance-weighted auction reads conversational intent, where it beats keywords and audiences, where it fails, and the ad-group structure that turns intent into buyable funnel stages.
Read the guideEvery element of the sponsored unit, explained: the 16-character headline, the 32-character description, the favicon, the image creative — and why OpenAI says not to lead with your logo.
Read the guideThe 30-character headline, the 60-character body, the 256×256 square image, and the single biggest mistake advertisers make when they import a Google Ads voice. With a before-and-after rewrite.
Read the guideNative attribution is limited and CTR is the wrong headline metric. What OpenAI's Conversions API gives you, a matched geo-holdout method, brand-search lift, and the five metrics that survive a finance review.
Read the guideSix months of public spend data — the 15-day $60k case, the pilot's rocky start, the March 2026 volume scale-up, category benchmarks, and a four-question framework for judging any case study.
Read the guideAn honest map of every AI advertising surface in 2026 — ChatGPT, Google AI Mode, Microsoft Copilot, the contested Gemini, and the third-party networks selling into AI apps. With a where-to-start recommendation.
Read the guidePerplexity killed its ads in February 2026 citing trust. Gemini's in-chat ads were briefed to advertisers, then denied publicly. The timeline, the real reasons, and how a serious 2026 media plan should treat both surfaces.
Read the guideThe organic side. Four signals ChatGPT actually uses to pick citations, a four-week playbook for a first cycle, and how to measure whether the work is showing up — without spending a cent on ads.
Read the guideThe selection mechanism — query fan-out, why only 15% of retrieved pages get cited, entity versus page signals, and how to diagnose why you are absent.
Read the guidePresence rate, citation share, the free Bing AI citation reports, prompt panel design, tool comparison, and a measurement cadence that survives variance.
Read the guideThe four causes of displacement, a competitive citation audit you can run in an afternoon, and the playbook for winning a place on a three-to-five brand shortlist.
Read the guideFive metrics, three measurement methods (manual prompting, referral analytics, and paid tools like Profound, AthenaHQ, and Bluefish AI), and a weekly dashboard shape that ties visibility to pipeline.
Read the guideEvery announcement, leak, and rollout milestone from the November 2025 leak through the May 2026 self-serve launch — updated as news breaks.
Read the guideThe 7-step playbook — eligibility, context hints, budget, creative, audiences and feeds, launch and tracking, and iterating on relevance instead of bids.
Read the guideHow to pipe Google, TikTok, Amazon, Microsoft, Meta, and LinkedIn ad data into ChatGPT for analysis — official MCP connectors, and what's still a CSV workaround.
Read the guideVendor-neutral: what the category charges, in-house vs freelancer vs agency, the criteria that separate operators from repositioned Google Ads shops, and ten questions to ask before signing.
Read the guidePlain-English definitions for context hint, ad group, oCPC, conversion bid cap, Automatic Advanced Matching, oppref, dynamic URL macros, second-price auction, and 30 more terms.
Open the glossaryForty-nine answers to the most common questions about ChatGPT ads, context hints, eligibility, pricing, the auction, measurement, and policy.
Open the FAQ