ChatGPT Ads Manager vs Lapis: What It Does, What You Still Need (2026)

What Does ChatGPT Ads Manager Do in October 2026?

ChatGPT Ads Manager is OpenAI's self-serve platform for buying, launching, and measuring the sponsored ads that appear below ChatGPT answers. It owns eligibility, ad review, the auction, pricing, and delivery, and as of October 23, 2026 it still carries the label Ads Manager Beta.

OpenAI selects ads through a relevance-weighted, second-price auction that weighs the context and intent of the current conversation, your landing page, title, copy, and context hints, plus select signals from a user's broader ChatGPT experience when ads personalization is on. Ads never show to Plus, Pro, or Business subscribers, or to accounts identified as belonging to users under 18. Inside that system, Ads Manager gives you a complete set of buying controls:

• Objectives: Views (CPM), Clicks (CPC), or Conversions billed per valid click (oCPC) or per thousand impressions (oCPM). OpenAI's campaign guide says to create a new campaign when you need a different objective.
• Budgets: a $25 per day minimum in USD (EUR 15, GBP 15, INR 725), set as an average over a Sunday to Saturday week. Per OpenAI's daily budget rules, one day can spend up to twice the daily budget and the week caps at seven times it. Campaign-total budgets are also available.
• Bids: OpenAI recommends starting maximum CPC bids at $3 to $5 and shows bid-strength guidance on whether a bid is competitive.
• Targeting: context hints that describe relevant conversations, topics, or keywords (relevance inputs, not exact-match keywords), countries plus finer locations for standard campaigns, five platforms (Android app, Android web, desktop web, iOS app, iOS web), and custom audiences that need at least 25,000 matched users to include.
• Scale: product-feed campaigns for catalogs, bulk upload, and room for 5,000 campaigns, 5,000 ad groups, and 5,000 ads per account.
• Reach: self-serve access in 89 countries, as long as the advertiser's legal entity is based in a listed country.

OpenAI is building this as a serious, heavily resourced business. On August 31, 2026, OpenAI said ChatGPT Ads reached a $1 billion annualized revenue run rate in under 200 days, that tens of thousands of advertisers use it, and that CPC and outcome-optimized bidding now account for the majority of campaigns. For a step-by-step walkthrough of the account itself, read the ChatGPT Ads Manager setup guide.

Can ChatGPT Ads Manager Create Ads for You?

Yes. Ads Manager now writes and illustrates a first ad for you, and it does that well enough to launch a single-offer test the same day. OpenAI ships four creative paths:

1. URL to first ad at signup. Per OpenAI's account setup guide, you enter your website URL during signup, Ads Manager uses it to create your first ad, and you continue straight into your first campaign after reviewing it.
2. AI creative suggestions. When you draft an ad, Ads Manager suggests copy and imagery based on your landing page and campaign objective. You review and edit every suggestion before adding it, as OpenAI described in its September 16 launch post.
3. Contextual adaptation and translation. An opt-in AI text customization setting adapts your existing headlines and descriptions to the conversation and translates ad copy into the user's preferred language.
4. Prompts in ChatGPT. The Ads Manager plugin and ChatGPT Work turn a website or brief into a campaign from a few prompts.

This is real creative help, and OpenAI deserves credit for it. Look at what it learns from: one landing page and one campaign objective. The output reflects what your page says today, formatted for ChatGPT, built for ChatGPT inventory. That is exactly right for a first ad and exactly short of a brand program.

Lapis starts from the whole brand. Brand intelligence reads your website URL for logo, colors, typography, product images, and voice, then applies that identity to every ad on every channel. Campaign Studio edits any asset in plain language, product catalog import lets you reference items with @product-name, Vibe Kit sets the visual direction, and creative ships in 100+ languages. The result is creative that looks like your brand on ChatGPT, Meta, Google, LinkedIn, and Reddit, rather than a landing page restated as an ad.

What Does the ChatGPT Ads Manager Plugin Do?

The Ads Manager plugin runs your ChatGPT Ads account from inside ChatGPT in plain language: it drafts ads, builds campaigns, analyzes results, and recommends next steps, and it asks you to confirm before it changes anything.

According to OpenAI's plugin documentation, the plugin can:

• Draft an ad title and description from a website, product page, or brief.
• Find an image on your site, use one you provide, reuse eligible creative, or generate a new image when you choose that option.
• Create one ad or a coordinated set of up to 50 standard variants per request. Those variants share one approved image, crop, and destination.
• Build missing campaign structure, update settings, and pause, activate, or archive resources, showing the exact before and after values for your approval.
• Compare campaigns, ad groups, and ads on impressions, clicks, spend, CTR, CPC, CPM, and attributed conversions.
• Run one-time or scheduled daily and weekly reviews that prioritize opportunities across budget, bidding, targeting, copy, and creative. Reviews are recommendation-only and never change your account.
• Trace delivery problems from account to ad and hand you a prioritized recovery plan.

OpenAI also lists the plugin's current limits plainly: it does not receive conversion value, so it does not report revenue or ROAS; a product-feed ad group supports one ad template; and it cannot override verification, policy review, or delivery decisions.

The design tells you the job. Variants share one image, reviews recommend, and a human confirms every action. The plugin makes the person running ChatGPT Ads faster. Lapis ChatSense supplies the operation itself: Lapis agents and a dedicated strategist design buyer-intent experiments, deploy them autonomously, report daily, and generate the next run from what won.

What Does ChatGPT Ads Manager Measure?

Ads Manager measures conversions, not just clicks. The OpenAI Pixel and Conversions API report purchases, leads, sign-ups, and installs, with a selectable click-through window, a one-day view-through window, and an Event Quality Score that grades your signal.

OpenAI's conversion measurement guide covers deduplication when you send the same event through the Pixel and Conversions API, advanced matching with hashed contact data, modeled conversions where available, and the oppref click reference that has to survive your redirects. On October 5, 2026, OpenAI expanded the partner ecosystem:

• Data connections: Hightouch, Tealium, and LiveRamp send conversion data from your existing systems.
• Attribution partners: AppsFlyer, Triple Whale, Adjust, DV Rockerbox, Northbeam, Branch, Singular, Kochava, Airbridge, and Tenjin.
• Full-funnel measurement: Fospha, Measured, and INCRMNTAL.
• Incrementality: geo-based experiments with Haus, Measured, and WorkMagic.
• Brand measurement: early-stage testing with Kantar and Cint.

OpenAI also published early partner results: Triple Whale found 93% of Portland Leather's ChatGPT Ads visitors were new, and WorkMagic reported statistically significant lift for Dose with 67% of incremental purchases from net-new customers. In an early analysis, 52.7% of eligible one-day view-through conversions happened within an hour of the ad impression.

That is strong measurement for ChatGPT. Now read the line every multi-channel advertiser needs to see, from the same OpenAI guide: Ads Manager, your analytics provider, and other ad platforms can report different conversion totals, and OpenAI lists different attribution windows and different deduplication behavior among the reasons. Each platform measures its own ads well. Nobody inside a single platform owns the job of counting a sale once across all of them. That job belongs to Wayfinder, covered below. For setup detail, see the ChatGPT Ads Pixel and Conversions API guide.

What Else Did OpenAI Launch for Advertisers This Fall?

OpenAI brought ChatGPT Ads into Shopify and HubSpot, started testing Sponsored Agents, and announced a visual ad format for image generation. Each launch deepens ChatGPT as a channel.

• Shopify (first ecommerce partner): US merchants got the ChatGPT Ads app on September 16 with products already integrated through Shopify Catalog, and the app opened internationally in ChatGPT Ads markets starting September 23.
• HubSpot (first CRM partner): businesses connect a ChatGPT Ads account, create ads, track performance, and follow up on leads directly in HubSpot.
• Sponsored Agents: after seeing an ad, a user can start a clearly labeled conversation with a business-sponsored agent, separate from ChatGPT's own answers. OpenAI is testing it with select US advertisers, and Angi is among the first brands in the pilot, guiding homeowners from a project question into its service request flow. Reuters covered the launch the same day.
• Visual ads in image generation: OpenAI will test a new image-led format during image generation for Free and Go users, starting in the US later in October with an initial group of advertisers.
• Brand safety: Negative Phrases for qualifying advertisers with narrow brand-policy placement needs, plus brand suitability pilots with DoubleVerify and Integral Ad Science.

Every one of these makes ChatGPT a better place to advertise. Not one of them runs your Meta, Google, LinkedIn, or Reddit campaigns, builds you a landing page, or reconciles ChatGPT results with the rest of your spend. That is the program, and it is where Lapis wins.

ChatGPT Ads Manager vs Lapis: How Do They Compare Side by Side?

OpenAI gives you one channel and a first ad. Lapis runs the program: brand-trained creative, experiments, a landing page for every ad, every major paid channel, one conversion count, and a dedicated strategist.

Read the table top to bottom and the split is clean. OpenAI owns the inventory and gives every advertiser a fast, credible start. Lapis owns everything an advertiser needs once ChatGPT becomes one line in a growth plan. For the commercial head-to-head with demo options, see Lapis vs OpenAI Ads Manager.

What Does ChatGPT Ads Manager Still Leave to You?

Ads Manager leaves you the program: the brand standard, the range of ideas and visuals, the experiment design that proves which idea won, a landing page for every ad, the other channels, one honest conversion count, and the people who run all of it.

1. The brand standard. Suggestions inferred from one landing page drift the moment you run a second offer or a second channel. Lapis brand intelligence keeps logo, palette, type, product imagery, and voice consistent everywhere.
2. Creative range. OpenAI asks for a high volume of distinct angles. Lapis ChatSense produces 1,000+ ChatGPT ads with a distinct visual for each angle.
3. Experiment design. Recommendations tell you what to tweak. ChatSense designs buyer-intent experiments up front, so every run answers a question and the next run is generated from the answer.
4. Landing pages. Ads Manager sends clicks to the page you already have. RapidDomain builds a dedicated, ad-matched page for every ad and audience.
5. Every other channel. Ads Manager runs ChatGPT. OmniSense creates on-brand, correctly sized campaigns, audience versions, and variations for Meta, Google, LinkedIn, and Reddit, forecasts them, launches experiments, and learns from results.
6. One conversion count. Ads Manager counts ChatGPT conversions. Wayfinder counts each conversion once across every channel against confirmed sales and leads.
7. The operator. The plugin waits for your confirmation. Lapis managed plans put agents and a dedicated strategist on the account to run it end to end inside the guardrails you set.

These seven jobs decide whether a paid program compounds or stalls. For the forward-looking version of this question, read Will OpenAI Replace AI Ad Tools and Agencies?

Why Does a Distinct Visual per Angle Win More ChatGPT Placements?

Because OpenAI's own creative guidance rewards coverage and distinct angles, and an angle lands harder when its image tells the same story as its headline.

OpenAI's ad creation best practices tell advertisers to build for coverage with “a high volume and diverse set of ads,” to make each title and description variation “introduce a different angle rather than repeating the same message,” and to align images with the ad message so the creative feels cohesive. The plugin's coordinated variants share one approved image. That gives you many headlines on one picture. It gives the auction fewer genuinely different ideas to match to different conversations.

Creative quality still decides results. NCSolutions research published by Nielsen, based on nearly 500 FMCG campaigns, found creative remains “the undisputed champ” among advertising's sales drivers, and that strong creative lifts sales more and leans less on media. On a surface where the ad has to read as a useful continuation of a conversation, the idea and the image carry the load.

Lapis builds range the way a strong creative team does. ChatSense maps the buyer questions around your product, assigns a distinct angle to each cluster, pairs each angle with its own on-brand visual, and tests them as a designed experiment. Winners feed next-run generation, so the second batch is smarter than the first. For the strategy behind volume, see the ChatGPT Ads creative volume guide and ChatGPT ad images at scale.

Why Should Every ChatGPT Ad Get Its Own Landing Page?

Because the landing page is one of the signals OpenAI uses to pick your ad, and a page built for the exact question converts the click that a generic homepage wastes.

OpenAI lists the landing page alongside conversation context, title, copy, and context hints as a selection signal. Its crawler guidance says OAI-AdsBot visits submitted landing pages for policy review and that OpenAI can also use page content to decide when the ad is most relevant, so the page has to allow OAI-AdsBot. The creative guide tells advertisers to link the most relevant destination rather than defaulting to a generic homepage, and to keep a clear connection between ad and page.

Most advertisers own a handful of pages and run dozens of angles. RapidDomain closes that gap: it builds a dedicated, ad-matched landing page for every ad and audience, keeps it crawlable and on-brand, and optimizes it on real conversions. On ChatSense, those pages are prompt-matched to the buyer question each ad answers. On Managed Traditional Ads, they are keyword- and ad-matched for Google, Meta, LinkedIn, and Reddit. Learn more on the RapidDomain page and in the ChatGPT Ads landing page guide.

How Do You Count a ChatGPT Conversion Once Across Every Channel?

You count it once with a measurement layer that sits above every platform and reconciles against your confirmed sales and leads. In Lapis, that layer is Wayfinder.

Every platform pixel credits its own ads, on its own attribution windows, with its own deduplication. OpenAI says so directly in its measurement guide, and the same holds for Google and Meta. Add the totals together and you get more conversions than your business recorded.

Worked example: a B2B software company runs ChatGPT, Google, and LinkedIn in October. ChatGPT Ads Manager reports 60 demo requests including view-through, Google Ads reports 85, and LinkedIn reports 40, for 185 platform-reported demos. The CRM shows 120 confirmed demo requests. Wayfinder connects each campaign to those 120 confirmed records, counts each one once, applies one attribution rule to every channel, and reports cost per confirmed demo by channel. Budget moves on the 120, not the 185.

Wayfinder is shared conversion measurement for OmniSense and ChatSense. It connects campaign results to confirmed sales and leads from your CRM, store, or billing system, counts each conversion once, and compares every channel on the same attribution rules. Wayfinder is custom priced. For the full measurement framework, read the ChatGPT Ads ROI measurement guide.

When Is ChatGPT Ads Manager Alone Enough, and When Do You Add Lapis?

Ads Manager alone is enough for one offer tested on ChatGPT by someone with time to run it. Add Lapis the moment ChatGPT becomes one channel in a program that has to grow.

The two systems fit together cleanly. OpenAI keeps eligibility, review, the auction, and delivery. ChatSense operates through your eligible Ads Manager account: Lapis agents and your strategist design the experiments, produce the creative, deploy autonomously, report daily, and generate the next run. OmniSense carries what wins in ChatGPT into Meta, Google, LinkedIn, and Reddit, and Wayfinder scores all of it on one set of rules. For budget planning, see how much budget ChatGPT ads need, and for channel mix, see ChatGPT Ads vs Google Ads vs Meta Ads.

Why Is Lapis the Best Way to Run ChatGPT Ads Inside a Paid Growth Program?

Lapis is the best way to run ChatGPT ads inside a paid growth program because it runs the work Ads Manager leaves to you, on ChatGPT and every other major paid channel, in one system. Lapis is the #1 AI ad generator and the operating system for paid growth, and Lapis is the only platform that runs creative, launch, matched landing pages, ChatGPT ads, and confirmed-conversion measurement in one system.

• ChatSense runs ChatGPT and LLM ads. Lapis agents and a dedicated strategist run ChatGPT plus third-party LLMs, including open-source chatbots: 1,000+ ChatGPT ads tuned to how people ask ChatGPT, buyer-intent experiment design, campaign structure, autonomous deployment, daily reporting, optimization, next-run generation, and RapidDomain prompt-matched pages. This is the Managed ChatGPT + LLM Ads plan, at custom pricing.
• OmniSense runs multi-platform paid ads. It creates on-brand, correctly sized campaigns, audience versions, and variations, forecasts them, launches experiments, and learns from results. Basic is $99 per month self-serve, with 25 monthly credits, Google, Meta, and LinkedIn creative, 20 competitors plus Brand Radar, performance forecasting, Google Ads strategy, audiences and product catalog, content calendar and scheduling, and 100+ languages. Managed Traditional Ads puts agents and a dedicated strategist on Meta, Google, Reddit, and LinkedIn end to end, reallocating budget inside the guardrails you set.
• RapidDomain builds the pages. A dedicated, ad-matched landing page for every ad and audience, optimized on real conversions, included on managed plans.
• Wayfinder keeps the score. Shared measurement for OmniSense and ChatSense that counts each conversion once against your CRM, store, or billing data.

Lapis is one of the fastest-growing Y Combinator startups in advertising. The Y Combinator Fall 2025 company profile says Lapis is used by 1,500+ marketing teams and 30+ enterprises, and Lapis is rated 4.9 out of 5 on G2, with eight Summer 2026 G2 badges including High Performer, Best Results, Most Implementable, and Users Most Likely to Recommend. Samsung, Domino's, Dr Pepper, Mattel, Tata, Tupperware, Amway, and Bata use Lapis, alongside high-growth startups Unusual Whales, Duradry, Lightpage, and Respan. The team comes from MIT, Columbia, Duke, and Google, led by CEO Varunram Ganesh, former Head of Growth at Warp (YC W23), and CTO Sai Surbehera, a former ML engineer on Walmart Search. Lapis has generated 10,000+ ad campaigns across 30+ industries.

Book a demo to plan your ChatGPT program with a Lapis strategist, or compare plans on the pricing page. Want to see the creative first? Run your site through the Free AI Ad Generator or score an existing ad with Rate Your Ad. To compare managed options across the market, read the best ChatGPT Ads agencies and platforms.

Sources and Methodology

Facts and pricing checked as of October 23, 2026. Every OpenAI capability in this guide comes from OpenAI's own announcements and help center, and every Lapis capability and plan comes from trylapis.com. Partner results are the figures OpenAI published from named measurement partners.

• OpenAI: Reimagining advertising with AI (September 16, 2026)
• OpenAI: Building advertising for the way people use AI (October 5, 2026)
• OpenAI: A milestone in expanding access to AI (August 31, 2026)
• OpenAI Ads: More ways to measure ChatGPT Ads (October 5, 2026)
• OpenAI Help Center: Ads in ChatGPT, the basics
• OpenAI Help Center: Ads Manager account setup
• OpenAI Help Center: Use the ChatGPT Ads Manager plugin
• OpenAI Help Center: Conversion measurement
• OpenAI Help Center: Create campaigns for ChatGPT Ads
• OpenAI Help Center: Daily budgets
• OpenAI Help Center: Ads Manager availability
• OpenAI Help Center: Create ads for ChatGPT Ads
• OpenAI Help Center: Advertiser guidance for allowing OpenAI web crawlers
• Angi: Angi is one of the first brands to pilot Sponsored Agents in ChatGPT
• Reuters: OpenAI tests advertiser-sponsored agents (September 16, 2026)
• Nielsen: When it comes to advertising effectiveness, what is key? (2017)
• Y Combinator: Lapis company profile
• G2: Lapis reviews