Comscore (Nasdaq: SCOR), the cross-platform media measurement company, reported on September 3, 2026 that sponsored-ad presence in hotel-related ChatGPT prompts carrying identified source links rose from 6% in March 2026 to 14% in April 2026 and 24% in May 2026. Six other marketing technology and AI releases carried September 3, 2026 datelines. Azoma published a per-agent breakdown of which sources AI shopping agents cite, Emberos raised a $5.5 million seed round for AI brand management, Totaligent released a white paper on marketing stack consolidation, eGain (Nasdaq: EGAN) reported fiscal 2026 results, Shirofune shipped a Google Campaign Manager 360 integration, and Agile & Co launched an AI marketing platform for local service businesses. Three of those seven releases describe the same surface: the answer an AI assistant returns to a shopper.
That surface changed shape on September 3, 2026. Comscore’s figures describe conversational advertising inside a chat response, and Comscore built the measurement for buyers who need to compare it against other channels. Comscore stated that the capability now runs in its production pipeline for monthly ingestion and reporting, which places AI answers on the same reporting cadence as display and connected television. Comscore also reported that ChatGPT accounted for approximately 69% of unique visitors in the AI assistant category in June 2026, based on its CustomIQ data, so a buyer evaluating this channel is evaluating one dominant property with a paid layer growing inside it.
Azoma supplied the other half of the picture on the same day. Azoma’s Q2 2026 analysis of shopping agent citations reported ChatGPT drawing 41% of citations from earned media and 37% from retailer sources, Gemini drawing 41% from retailer sources and 37% from earned media, Walmart Sparky drawing 36% from earned media, 30% from brand.com and 27% from retailer sources, and Alexa for Shopping drawing 73% from affiliate sources and 16% from earned media. Read those four splits as four different purchase orders. A brand that funds a public relations program buys ChatGPT visibility and buys very little Alexa for Shopping visibility. A brand that funds retailer content buys Gemini visibility. Citation optimization stops being one budget line at that point and becomes four, and the person who owns the affiliate contract does not sit near the person who owns earned media.
Work the arithmetic on a household goods brand spending $4 million a year on paid search and planning its first AI-channel budget for 2027. Under Azoma’s Q2 2026 mix, a single public relations program plus a single retailer content program addresses roughly 78% of ChatGPT’s cited source mix and roughly 16% of Alexa for Shopping’s. The affiliate line that carries 73% of Alexa for Shopping citations sits in a different budget, under a different owner, on a different renewal cycle. Splitting $4 million four ways by agent does nothing on its own, because the four agents want four different source types. Then Comscore’s number adds a fifth line. If a category reaches the sponsored density Comscore recorded in travel, where paid placement appeared in 24% of hotel prompts by May 2026, the brand pays for placement on top of the earned and retailer work it has already funded. The marketing director who signs for all five reconciles five sets of results against one revenue number.
Emberos raised money against exactly this problem. Emberos stated that its Brand Knowledge Graph spans more than 10,000 brands, that five agents named Scout, Pilot, Flow, Merchant and Echo run on top of it, and that its prediction models forecast AI-representation shifts with better than 80% directional accuracy across more than 300 forecasts. Share of model is the object Emberos sells against. Emberos named Stagwell, The Honest Company, RA Capital Management, Monigle, BERO and WHITESPACE as customers. A buyer reading a $5.5 million round size against that list is reading a category enterprises have started funding while the tooling is one year old.
Totaligent argued on the same day that the stack itself is the constraint. Totaligent cited figures it did not generate: United States internet advertising reached a record $294.6 billion in 2025 according to the IAB and PwC Internet Advertising Revenue Report, typical on-site conversion remains under 3%, Scott Brinker and Frans Riemersma’s State of Martech 2026 counted 15,505 commercial marketing technology products after the first sub-1% year of net growth in fifteen years, and Gartner’s 2025 Marketing Technology Survey found marketers using about 49% of the capabilities they already pay for. Those four numbers describe a buyer paying for twice the software they operate while conversion stays flat. Adding four AI-channel source programs to that stack raises the count. Totaligent sells the consolidation answer, so treat the diagnosis and the remedy separately.
Shirofune and eGain published the two numbers a buyer can act on without a follow-up call. Shirofune stated its price in the release: the Campaign Manager 360 integration costs nothing extra, and the standard platform fee is 5% of monthly advertising spend managed through Shirofune, across more than 13,000 accounts and more than 300,000 active campaigns. A media director can put that against an internal cost per managed account and get an answer the same afternoon. eGain filed audited figures: fiscal 2026 revenue of $91.1 million, up 3%, with AI customer revenue up 20%, and fiscal 2027 revenue guidance of $84.5 million to $86.0 million. That guidance sits below the fiscal 2026 result. eGain is selling more AI while guiding total revenue down, and a marketing leader citing AI adoption in a board deck should hold that pairing in view.
The chief marketing officer decision on this day is a sequencing decision. Comscore made the AI answer measurable. Azoma made it legible per agent. Neither made it cheaper. A brand that has been treating AI visibility as an extension of search engine optimisation and running it out of the search budget now has evidence that the channel has a paid layer, four distinct source economies, and no shared owner. Decide who owns it before the 2027 budget locks, because zero-click search does not send a bill and the four source programs that answer it do.
What these releases do not prove
Six of the seven September 3, 2026 releases rest on figures the issuing company produced or selected, and none of those six published a methodology a reader can audit. eGain filed audited results and sits outside that group.
Comscore published sponsored-ad presence figures for hotel-related ChatGPT prompts only, described them as early data from the travel category, and disclosed neither the prompt count nor the panel size behind the 6%, 14% and 24% readings. Comscore’s 69% category share figure comes from its own CustomIQ product. Comscore named no third-party validation of either series.
Azoma supplied the citation source percentages, the analysis they derive from, and the five evaluation criteria a buyer would use to select a vendor. Azoma sells a product that meets all five criteria. Azoma published no sample size, no category breakdown and no date range beyond Q2 2026 for the citation analysis. The customer names Azoma published carry no spend or outcome figures.
Emberos published an 80% directional accuracy figure across more than 300 forecasts without defining directional accuracy or publishing the forecast set. The Spider-Man opening weekend forecast is a single case. Emberos disclosed no valuation, no revenue and no customer count beyond the six named logos, and SOC 2 Type 1 attests to control design at a point in time.
Totaligent’s cited statistics come from the IAB and PwC, Brinker and Riemersma, and Gartner, which is the strongest sourcing in the set. Totaligent’s own platform claims rest on a public beta opened March 5, 2025 and quality-assurance testing announced December 23, 2025. Totaligent named no customer and published no adoption figure.
Shirofune published a price and two operating counts and no performance data. The 5% fee applies to spend managed through Shirofune, and the release does not state what a buyer’s blended cost per account looks like against an internal team.
eGain reported audited fiscal results, which places its numbers in a different evidentiary class from the other six. eGain’s Gartner Leader placement reflects Gartner’s evaluation criteria and not a customer outcome.
Agile & Co disclosed no customer count, no pricing and no performance data. The 80% AI and 20% human split describes an internal operating model and carries no external verification.
Strategic priorities for marketing leaders
- Assign an owner to the AI answer before the 2027 budget locks. Comscore made paid placement inside chat responses measurable on September 3, 2026 and Azoma reported that four agents draw citations from four different source mixes. Name the person who reconciles those five lines.
- Price the AI channel as four separate purchase orders. Azoma’s Q2 2026 mix puts ChatGPT at 41% earned media and Alexa for Shopping at 73% affiliate. A single public relations program buys visibility on one and close to nothing on the other.
- Ask every AI visibility vendor for the sample behind the percentage. Azoma, Emberos and Comscore each published percentages on September 3, 2026 without publishing prompt counts, forecast sets or panel sizes. Request those before the figure enters a planning deck.
- Use published pricing as a screening filter. Shirofune stated a 5% fee on managed spend in the release. Six other vendors dated September 3, 2026 published none. Ask the other six for a number in writing before the second meeting.
- Separate audited results from vendor claims when you cite adoption. eGain reported fiscal 2026 AI customer revenue up 20% alongside fiscal 2027 total revenue guidance of $84.5 million to $86.0 million, below fiscal 2026. Growing AI revenue and growing total revenue are different things.
- Count the software you already pay for before you add a source program. Totaligent cited Gartner’s 2025 finding that marketers use about 49% of the capabilities they license and the State of Martech 2026 count of 15,505 products. Run that audit before the AI-channel line items land.
Here’s The News:
Comscore Expands Its AI Intelligence to Measure Sponsored Chat Advertising and Its Business Impact
Comscore (Nasdaq: SCOR), the cross-platform media measurement company, announced new Comscore AI Intelligence capabilities on September 3, 2026 on a Reston, Virginia dateline, enabling brands and publishers to measure sponsored chat-based advertising and connect it to digital traffic, engagement and consumer behavior. Comscore reported that its analysis of hotel-related ChatGPT prompts carrying identified source links found sponsored-ad presence rising from 6% in March 2026 to 14% in April 2026 and 24% in May 2026. Comscore reported that ChatGPT accounted for approximately 69% of unique visitors within the AI assistant category in June 2026, citing its CustomIQ data. Comscore stated that its AI Intelligence data covers prompt and response pairs, cited domains, conversation identifiers and event timestamps, and that the measurement rests on real user activity from its opt-in panel. Smriti Sharma, Chief Technology and Analytics Officer at Comscore, framed the work around independent measurement of where a brand appears relative to competitors and whether that exposure produces downstream behavior. Comscore stated that the capability is now integrated into its production pipeline for monthly ingestion and reporting.
Read the full press release (Published: September 3, 2026 | Source: GlobeNewswire)
AI SEO and GEO Tools: What Brands Need as the EU Officially Classifies ChatGPT as a Search Engine
Azoma, the agentic commerce optimisation platform, published guidance on September 3, 2026 on a London dateline covering what brands should require from AI SEO and generative engine optimisation tools. Azoma cited the European Commission’s August 31, 2026 designation of ChatGPT as a Very Large Online Search Engine under the Digital Services Act, alongside Google Search and Microsoft Bing, and stated that ChatGPT has four months to comply with the additional requirements. Azoma cited OpenAI’s August 2026 statement that ChatGPT surpassed one billion weekly active users. Azoma published a per-agent citation source breakdown drawn from its Q2 2026 analysis of shopping agent citations: ChatGPT at 41% earned media and 37% retailer sources, Gemini at 41% retailer and 37% earned media, Walmart Sparky at 36% earned media, 30% brand.com and 27% retailer, and Alexa for Shopping at 73% affiliate and 16% earned media. Azoma listed five capabilities for buyers to evaluate: prompt-level visibility tracking across multiple agents, citation-source analysis, competitive benchmarking, content and product-data optimisation workflows, and execution beyond reporting. Azoma founder and CEO Max Sinclair stated that no single strategy works across all agents. Azoma named L’Oreal, Unilever, Mars, Beiersdorf and Reckitt as customers.
Read the full press release (Published: September 3, 2026 | Source: GlobeNewswire)
Emberos Raises $5.5 Million Seed Round to Scale the Operating System for AI Brand Management
Emberos, the Los Angeles AI brand management platform founded in 2025, announced an oversubscribed $5.5 million seed round on September 3, 2026, backed by a private consortium of strategic angel investors. Emberos stated that the round brings total funding to $6.7 million following a $1.2 million pre-seed in January 2026. Emberos stated that its Brand Knowledge Graph spans more than 10,000 brands and that five agents operate on top of it: Scout, Pilot, Flow, Merchant and Echo. Emberos reported that its prediction models forecast AI-representation shifts with better than 80% directional accuracy across more than 300 forecasts, and that its forecast of the opening weekend for Spider-Man: Brand New Day came within $8 million of a $360 million result. Emberos named Stagwell, The Honest Company, RA Capital Management, Monigle, BERO and WHITESPACE as customers, and stated that it powers Stagwell’s Search+ platform. Emberos stated that it holds SOC 2 Type 1 compliance. Emberos founder and CEO Justin Inman framed the category around managing what machines understand about a brand. Emberos stated that it will apply the capital to CreatorGraph, an extension mapping creators, communities and independent publishers alongside brands and products.
Read the full press release (Published: September 3, 2026 | Source: GlobeNewswire)
Totaligent Publishes White Paper No. 1: The Marketing Stack Is Dead. AI Wrote the Obituary.
Totaligent, Inc. (OTCID: TGNT), the Boca Raton, Florida communications infrastructure company, released White Paper No. 1 in its Future of Enterprise Communications series on September 3, 2026, arguing that enterprise marketing software is moving from a set of disconnected rented tools to a unified communications operating system. Totaligent sourced its supporting figures to third parties: United States internet advertising reached a record $294.6 billion in 2025 according to the IAB and PwC Internet Advertising Revenue Report, while typical on-site conversion remains under 3%. Totaligent cited Scott Brinker and Frans Riemersma’s State of Martech 2026, which counted 15,505 commercial marketing technology products after the first sub-1% year of net growth in the landscape’s fifteen-year history. Totaligent cited Gartner’s 2025 Marketing Technology Survey finding that marketers use about 49% of the capabilities they already pay for. Totaligent chief executive officer Ted DeFeudis framed the argument around memory, stating that AI fixes the pattern only if the system underneath can record who engaged, on which channel, with what creative, and whether they already declined. Totaligent stated that it opened a public beta on March 5, 2025 and announced completion of quality-assurance testing on December 23, 2025.
Read the full press release (Published: September 3, 2026 | Source: GlobeNewswire)
eGain Reports Fiscal 2026 Results: Total Revenue Up 3%, AI Customer Revenue Up 20%, Company Named a Leader in Gartner’s First Customer Service Knowledge Management MQ
eGain (Nasdaq: EGAN), the Sunnyvale, California AI knowledge management and customer experience automation company, reported fiscal 2026 results on September 3, 2026 for the year ended June 30, 2026. eGain reported fiscal 2026 total revenue of $91.1 million, up 3% year over year, with AI customer revenue up 20%. eGain reported fiscal 2026 non-GAAP net income of $13.0 million against $5.7 million a year earlier, adjusted EBITDA of $13.6 million at a 15% margin against $8.6 million at a 10% margin, and cash and cash equivalents of $73.3 million against $62.9 million. eGain reported fourth-quarter revenue of $22.2 million against $23.2 million in the fourth quarter of fiscal 2025, and repurchase of approximately 1.607 million shares for $11.5 million at an average price of $7.16. eGain guided fiscal 2027 total revenue to a range of $84.5 million to $86.0 million, below the fiscal 2026 result, with AI customer revenue of $59.5 million to $60.5 million and a GAAP net loss of $2.0 million to $3.0 million. eGain chief executive officer Ashu Roy tied the year to Gartner’s decision to create a Magic Quadrant for Customer Service Knowledge Management Systems and to name eGain a Leader in the inaugural edition.
Read the full press release (Published: September 3, 2026 | Source: GlobeNewswire)
Shirofune Integrates with Campaign Manager 360
Shirofune, the digital advertising automation management platform, announced a Google Campaign Manager 360 integration on September 3, 2026 on an El Segundo, California dateline. Shirofune stated that advertisers can import conversion data measured through Campaign Manager 360 Floodlight directly into the platform, where it combines with delivery data from supported advertising platforms, and that the integration can automate cross-media budget allocation and bid optimisation against Floodlight performance data. Shirofune reported that it serves more than 13,000 accounts worldwide and manages more than 300,000 active campaigns, and that it has supported Display and Video 360 optimisation since April 2025. Shirofune published its commercial terms in the release: the Campaign Manager 360 integration is available to all users at no additional cost, and the standard platform fee is 5% of monthly advertising spend managed through Shirofune. Shirofune founder and chief executive officer Mitsunaga Kikuchi framed the integration around connecting measurement to execution across fragmented platforms. Shirofune named Dentsu Digital and Direct Agents as customers and cited its 2025 Association of National Advertisers Marketing Technology Innovator of the Year award and 2025 Adweek TechStack Award.
Read the full press release (Published: September 3, 2026 | Source: GlobeNewswire)
Agile & Co Launches Core, a Proprietary AI Marketing Platform Built for Local Service Businesses
Agile & Co, the St. Louis marketing agency founded in 2012, announced the launch of Core on September 3, 2026, a proprietary AI marketing platform aimed at contractors, clinics, auto shops and med spas. Agile & Co stated that Core runs on an 80% AI and 20% human strategy model, connects to a client’s operational data including services, pricing and past campaign performance, and applies that context across advertising, search engine optimization and website work. Agile & Co stated that human strategists review every campaign and write final copy before anything goes live. Agile & Co stated that it built Core on Model Context Protocol architecture, retrieval-augmented generation and vector databases instead of off-the-shelf AI tools, and applies it across search engine optimization, Google Ads, Meta Ads and website design. Agile & Co stated that it reports on an attribution basis tracking leads to their source and optimising toward booked jobs, and that it operates without long-term client contracts. Chans, founder and chief executive officer of Agile & Co, framed the product around retaining client context across campaigns. Agile & Co disclosed no customer count, no pricing and no performance data.
Read the full press release (Published: September 3, 2026 | Source: PR Newswire)
Frequently asked questions
What marketing technology and AI announcements were made on September 3, 2026?
On September 3, 2026, seven qualifying marketing technology and AI releases crossed the wires. Comscore added sponsored chat advertising measurement to its AI Intelligence product, Azoma published per-agent citation source breakdowns and criteria for evaluating generative engine optimisation tools, Emberos raised a $5.5 million seed round for AI brand management, Totaligent released a white paper on marketing stack consolidation, eGain reported fiscal 2026 results with AI customer revenue up 20%, Shirofune shipped a Google Campaign Manager 360 integration, and Agile & Co launched Core, an AI marketing platform for local service businesses.
How much of ChatGPT’s advertising presence is sponsored, according to Comscore?
Comscore (Nasdaq: SCOR) reported on September 3, 2026 that its analysis of hotel-related ChatGPT prompts carrying identified source links found sponsored-ad presence rising from 6% in March 2026 to 14% in April 2026 and 24% in May 2026. Comscore also reported that ChatGPT accounted for approximately 69% of unique visitors in the AI assistant category in June 2026, based on its CustomIQ data. Comscore published the travel category figures as an early illustration and did not publish comparable figures for other categories.
Which sources do AI shopping agents cite, according to Azoma?
Azoma published a per-agent citation source breakdown on September 3, 2026 drawn from its Q2 2026 analysis of shopping agent citations. Azoma reported ChatGPT at 41% earned media and 37% retailer sources, Gemini at 41% retailer and 37% earned media, Walmart Sparky at 36% earned media, 30% brand.com and 27% retailer, and Alexa for Shopping at 73% affiliate and 16% earned media. Azoma supplied both the analysis and the conclusion drawn from it, and published no sample size or methodology in the release.
What did the EU classification of ChatGPT as a search engine change for brands?
The European Commission designated ChatGPT a Very Large Online Search Engine under the Digital Services Act on August 31, 2026, placing it in the same legal category as Google Search and Microsoft Bing, with four months to comply with the additional requirements. Azoma cited that designation on September 3, 2026 as the regulatory marker for a shift in where product discovery happens. The designation changes ChatGPT’s compliance obligations and does not by itself change how any AI agent selects or cites sources.
What does Shirofune charge for its Campaign Manager 360 integration?
Shirofune stated on September 3, 2026 that its Google Campaign Manager 360 integration is available to all users at no additional cost, and that customers pay only the standard platform fee of 5% of monthly advertising spend managed through Shirofune. Shirofune reported serving more than 13,000 accounts and managing more than 300,000 active campaigns. Shirofune was the only vendor among the seven releases dated September 3, 2026 to publish a price in the release.
What should marketing leaders do about the September 3, 2026 announcements?
Three of the seven releases dated September 3, 2026 describe the same surface: the answer an AI assistant returns to a shopper. Comscore added measurement of paid placements inside that answer, Azoma reported that each agent draws its citations from a different source mix, and Emberos raised capital to manage brand representation across agents. A marketing leader budgeting for that surface buys a different source type per agent, and each source type carries a separate contract, a separate internal owner and a separate reporting cadence.
