What will you show your CFO in January as the return on this year’s AI search spend? Peec AI’s survey of 700 marketing decision-makers in the U.S., UK and Germany, fielded in September 2026 and released on Wednesday, November 11, 2026, found that 89% raised AI search spend over the past year, 81% expect to raise it again, and 24% can show what the channel returns. The same day, Validity reported that 61% of marketers face C-suite pressure to prove measurable AI gains, Imprint raised $130 million and released an MCP server that lets AI agents use members’ rewards and virtual cards, Riskified (NYSE: RSKD) reported Q3 2026 results alongside a product that identifies the AI agent behind an order, LoyaltyLion added an MCP connection and a branded Agent, VibeDM launched agentic shopping and checkout inside Instagram DMs, Integral Ad Science (IAS) extended media quality measurement across TikTok and CapCut, Parloa and OpenAI expanded their customer experience partnership, and Profound published research from its Zero Click World Tour.
Peec AI’s Q3 2026 platform data, drawn from more than 100 million AI chats across ChatGPT, Google AI Overviews, Google AI Mode, Gemini and Claude, describes where AI answers now pull their sources. Peec AI reported that company websites rose from 52% to 58% of weekly citations, product pages rose from 13.8% to 20.1%, and “Best X” listicles fell from 16.2% to 7.3% between Q2 and the end of Q3 2026. Reddit citations fell from 59 per 100 Q2-week citations in late July to 9 by mid-September, after ChatGPT switched its default model on August 8, 2026. A team that built its generative engine optimization (GEO) plan in July around Reddit threads and third-party roundups spent the third quarter optimizing for a source mix that changed under it. The work now lands on product detail pages and company site content, which the ecommerce and web teams own. Peec AI found that comms or PR teams own AI search at 3% of companies, and that companies with a dedicated full-time AI search role report trusted metrics at 57%, against 28% where AI search is part of a broader role.
Validity’s Winter 2026-2027 Marketer Survey of more than 250 B2B and B2C marketers, released November 11, 2026, describes the budget conversation that follows. Validity found that 50% of 2026 AI investments met or exceeded ROI expectations, 26% fell short or showed no measurable return, and 24% could not yet say. Executives in the Validity survey ranked marketing ROI or return on ad spend first among the AI outcomes they want (25%) and efficiency gains last (6%). Respondents named AI tools and agents as the second budget line they would cut mid-year (16%), behind paid media (20%). I’ve sat through enough mid-year reviews to know that the line item without an agreed metric goes first, and the “time saved” slide rarely survives the CFO’s second question.
Imprint, Riskified, LoyaltyLion and VibeDM each gave AI agents a defined way into the purchase on November 11, 2026. Imprint’s MCP server lets agents read a member’s rewards, virtual cards and transaction history, with tools for the member to review and authorize agent-initiated purchases. Riskified’s Agent Identity Risk Intelligence identifies the AI agent behind an order or customer service request, resolves it to a consumer identity and returns a real-time risk signal, which addresses the merchant visibility gap in yesterday’s coverage of agent checkout. LoyaltyLion’s MCP connection lets compatible assistants query loyalty program configuration, members and orders, and its Agent recommendations require brand review before changes go live, with an audit log. VibeDM runs product carousels, virtual try-on and checkout inside Instagram DMs with Shopify, ChannelEngine or custom CRM integration and Adyen payments. For a CMO, these releases move agentic commerce decisions into the loyalty, fraud and social commerce budgets, where the owners are often three different people.
The measurement gap runs through the whole day. IAS extended third-party media quality measurement on November 11, 2026 to TikTok Shop’s GMV Max campaigns, image and carousel ads, Search for Brand Auction, TikTok Lite, Lemon8 and CapCut, so paid social buyers get independent verification on more inventory. AI search buyers get dashboards and research from the platforms selling the visibility tools: Peec AI and Profound both published market data on November 11, 2026, and both sell AI search products. Profound reported that commercial conversations on ChatGPT grew 119% between June 2025 and June 2026 and that AI-started journeys reach purchase in a median of 5.2 days, from what Profound describes as thousands of real commercial AI conversations. Whatever their accuracy, your finance team will ask who audited them.
Price AI search the way your CFO will
Take a mid-market retailer spending $15,000 a month on AI search: $3,000 for a visibility tool and $12,000 for agency content and placement work. Analytics shows 8,000 sessions a month referred from AI assistants, converting at 2.5% with a $90 average order value. That produces 200 orders and $18,000 in monthly revenue. At a 40% gross margin, the channel returns $7,200 in gross profit against $15,000 in spend, a direct shortfall of $7,800 a month. To break even on gross profit at the same spend, the retailer needs $37,500 in revenue, about 417 orders, or roughly 16,700 AI-referred sessions at the same conversion rate: 2.1 times current volume.
The marketing lead has two defensible moves before January. The first: shift 40% of agency hours ($4,800 a month) from third-party placement to rewriting the top 150 product pages, in line with Peec AI’s Q3 2026 finding that product pages rose to 20.1% of citations, and commit to the 2.1x session target with a two-quarter deadline. The second: agree with finance, in writing, that AI search is reported as an assisted and brand channel with a citation share target on 60 named commercial prompts, and cap spend accordingly. Showing up in January with neither is how the line lands on Validity’s mid-year cut list. These figures are illustrative.
Treat the November 11 figures as vendor-sourced
Peec AI disclosed its methodology: Sapio Research surveyed 700 manager-level and above marketing decision-makers at companies with 100+ employees (U.S. 300, UK 200, Germany 200) in September 2026, and the platform data covers July to September 2026. Validity disclosed a sample of more than 250 marketers and no field dates or geography. Profound’s research describes its sample as thousands of conversations, plus 1.8 million anonymized ChatGPT and Gemini conversations for its Singapore analysis. LoyaltyLion’s 28% conversion rate and 13% higher average order value come from one customer campaign with no comparison group. VibeDM’s 99% DM open rate comes from parent company Vibeday’s data with no method stated. Imprint’s claim that its internal AI platform tripled engineering velocity has no stated method. Parloa and OpenAI published no performance data.
Strategic priorities for marketing leaders
- Agree on the AI search metric with finance before January. Peec AI’s September 2026 survey found 24% of marketers can show a return on AI search; pick revenue, assisted conversions or citation share and write it down.
- Move GEO work to product pages. Peec AI’s Q3 2026 data shows product page citation share rising from 13.8% to 20.1%; assign the ecommerce content owner alongside the SEO team.
- Staff a dedicated AI search owner. Peec AI found 57% of companies with a full-time AI search role trust their metrics, against 28% with a shared role.
- Map who owns each agent entry point. Imprint, Riskified, LoyaltyLion and VibeDM put agents into card, fraud, loyalty and social checkout workflows; name one owner per entry point and require the review and audit log controls that LoyaltyLion and Imprint describe, with human-in-the-loop approval for purchases.
- Ask for independent verification on AI search data. IAS now verifies TikTok and CapCut inventory; ask AI search vendors which of their figures a third party has checked, and plan for zero-click search traffic that never appears in your analytics.
Press Release Roundup: November 11, 2026
Peec AI research finds 89% of marketers raised AI search spend and 24% can show a return
Peec AI, the Berlin-based AI search platform for marketing teams, launched Primary Sources, a quarterly research series, on November 11, 2026. The first edition combines a Sapio Research survey of 700 marketing decision-makers, manager level and above, at companies with 100+ employees in the U.S. (300), UK (200) and Germany (200), fielded in September 2026, with Peec AI platform data from more than 100 million AI chats on ChatGPT, Google AI Overviews, Google AI Mode, Gemini and Claude from July to September 2026. In the survey, 89% raised AI search spend over the past year, 81% expect to raise it again, 24% can show what the channel returns, and 64% of companies that raised spend significantly cannot prove a return. Some 61% rank AI platform visibility as a top priority and 47% trace a lead, deal or revenue to AI search at least weekly. The top barrier named was AI platforms changing too quickly (33%), followed by brand safety (30%) and lack of reliable measurement (28%). Return proof varied by market: U.S. 31%, UK 19%, Germany 18%. Peec AI’s platform data shows that after ChatGPT changed its default model on August 8, 2026, single-search conversations fell from 98% in July to 39% by September and average sources per answer rose from 11 in July to 19 in August. Company website share of citations rose from 52% to 58%, product page share rose from 13.8% to 20.1%, and “Best X” listicle share fell from 16.2% to 7.3%. CEO Marius Meiners is quoted. The full report is available on Peec AI’s site.
Read the full press release (Published: November 11, 2026 | Source: GlobeNewswire)
Validity research finds 61% of marketers face C-suite pressure to prove AI ROI
Validity, the email marketing software company behind the Engage enterprise AI platform, released its Winter 2026-2027 Marketer Survey of more than 250 B2B and B2C marketing professionals on November 11, 2026. The survey found that 66% of organizations expect marketing budgets to increase in 2027, 53% plan to allocate at least 10% of budget to AI, and 61% report C-suite pressure to demonstrate measurable AI gains. Executives’ top AI priorities were marketing ROI or return on ad spend (25%), revenue and pipeline contribution (19%) and customer acquisition cost (16%), with efficiency gains last (6%). Of 2026 AI investments, 50% met or exceeded ROI expectations, 26% fell short or showed no measurable return, and 24% could not yet say. For possible mid-year cuts, respondents ranked paid media first (20%), AI tools and agents second (16%), then in-house headcount (15%), email marketing (15%) and events (11%). Some 7% use AI agents to run workflows with minimal human oversight today, and 42% expect performance reporting and analysis to run with minimal supervision by the end of 2027. Cynthia Price, SVP of marketing at Validity, is quoted. The release does not state field dates or geography.
Read the full press release (Published: November 11, 2026 | Source: PR Newswire)
Imprint raises $130 million and releases an MCP server for agent-initiated purchases
Imprint, the New York-based payments, loyalty and customer intelligence platform that builds co-branded financial products, announced on November 11, 2026 that it raised $130 million at a valuation of approximately $1.9 billion. Khosla Ventures led the round, with Hedosophia, Ribbit Capital, Spice and Thrive Capital participating and Positive Sum joining as a new investor. Imprint says it serves more than two million members and works with brands representing more than $500 billion in annual U.S. consumer spending, with programs launched in 2026 for Albertsons Companies, Fanatics, Kroger and Shell. Imprint reported that total cardholder spending across partners more than doubled between 2025 and 2026 and that the share of spending on Imprint cards at partner checkouts tripled over the past year. Imprint released a Model Context Protocol (MCP) server that lets AI agents access members’ rewards, virtual cards and transaction history, plus tools for members to review and authorize agent-initiated purchases. Imprint also launched Imprint Access, a refundable-deposit card for customers new to credit. Founder and CEO Daragh Murphy is quoted, along with executives from Positive Sum, Fanatics and Fetch.
Read the full press release (Published: November 11, 2026 | Source: Business Wire)
Riskified reports Q3 2026 revenue of $115.2 million and launches Agent Identity Risk Intelligence
Riskified (NYSE: RSKD), the ecommerce fraud and risk intelligence company, reported third quarter 2026 results on November 11, 2026. Riskified reported Q3 2026 revenue of $115.2 million, up 41% from $81.9 million in Q3 2025, GMV of $44.6 billion, up 18%, and Adjusted EBITDA of $8.1 million, up 47%, and raised full-year 2026 revenue guidance to $427 million to $433 million. Riskified introduced Agent Identity Risk Intelligence, which identifies the AI agent behind an order or customer service request, resolves it to a consumer identity and returns a real-time risk signal. A Zendesk partnership brings Riskified identity intelligence into customer service so human and AI agents can assess the customer behind a refund, return or exchange request. CEO and co-founder Eido Gal and CFO Aglika Dotcheva are quoted.
Read the full press release (Published: November 11, 2026 | Source: Business Wire)
LoyaltyLion expands AI capabilities with AI Campaigns, Drops, an MCP connection and a branded Agent
LoyaltyLion, the London-based ecommerce loyalty platform, announced product updates on November 11, 2026. AI Campaigns identifies when and how to engage customers through points multiplier events, targeted reward discounts and birthday bundles, and the new Drops feature lets brands deliver one-off, time-limited points or rewards to selected segments. LoyaltyLion reported that Pashion Footwear’s most recent AI Campaign produced a 28% conversion rate and 13% higher average order value during the campaign week. A Model Context Protocol (MCP) connection lets compatible AI assistants answer questions about program configuration, performance, members and orders, and Q3 2026 added support for Shopify Sidekick. A branded Agent offers optimization recommendations and benchmarks drawn from more than 10,000 loyalty programs; brands review changes before they go live, and an audit log tracks them. Other updates include Loyalty Challenges, a Loyalty Pass for Apple and Google Wallet, Receipt Upload for wholesale and partner retail purchases, and a TikTok Shop integration. The release includes no executive quote and no pricing.
Read the full press release (Published: November 11, 2026 | Source: Business Wire)
VibeDM launches agentic shopping, virtual try-on and checkout inside Instagram DMs
VibeDM, an Amsterdam-based agentic commerce startup founded in 2026, launched an agentic shopping experience inside Instagram direct messages on November 11, 2026. A shopper enters a DM from an influencer campaign, organic post or ad click, browses a product carousel, and sends a selfie, body scan or room photo to receive an AI-generated try-on image within 15 seconds, then checks out and tracks shipping in the same conversation. Brands integrate through Shopify, VibeDM partner ChannelEngine or a custom CRM integration, with payments by Adyen. VibeDM says most brands go live within 48 hours and that selfies and uploads are deleted after 48 hours and not used for model training. VibeDM cites data from its parent company, AI marketing agency Vibeday, that 99% of users open every message a brand sends via Instagram DM, with no method stated. The service launches in the U.S. and Europe with eight brands, including Eliou, Malelions and Croyez. Co-founder and CEO Michael Tesselaar and co-founder and CTO Maurice Stam are quoted. The release states no pricing.
Read the full press release (Published: November 11, 2026 | Source: Business Wire)
IAS extends Total Media Quality measurement across TikTok, TikTok Shop GMV Max and CapCut
Integral Ad Science (IAS), the media quality measurement platform, announced on November 11, 2026 an expansion of its Total Media Quality (TMQ) coverage across TikTok’s advertising products. The extensions add Brand Safety and Suitability coverage to TopView for eligible advertisers, media quality measurement for GMV Max (TikTok Shop’s automated campaigns) globally, measurement for image and carousel ads, Search Results Page measurement for Search for Brand Auction through Automatic Placements, and coverage for TikTok Lite in APAC, Lemon8 and CapCut. IAS has measured TikTok inventory since its partnership began in 2020. CEO Lidiane Jones is quoted. The release states no pricing.
Read the full press release (Published: November 11, 2026 | Source: Business Wire)
Parloa and OpenAI expand partnership on AI agents for customer experience
Parloa, the agentic customer experience company with more than 600 employees across eight offices in the U.S. and Europe, announced an expanded partnership with OpenAI on November 11, 2026. Parloa integrates OpenAI models into its AI Agent Management Platform, which enterprises use to design, deploy and analyze customer service agents. The companies will run joint on-site engineering sessions aimed at response time, reliability and cost efficiency using real customer interaction data, and Parloa joined OpenAI’s Alpha Model Testing Program to test models before public release. The companies plan joint enterprise sales focused on North America, and Parloa plans to offer its platform through the OpenAI Marketplace, with no date given. Marc Manara, Global Head of Startups at OpenAI, and Malte Kosub, CEO and co-founder of Parloa, are quoted. The release states no performance data or pricing.
Read the full press release (Published: November 11, 2026 | Source: PR Newswire)
Profound’s Zero Click World Tour research finds ChatGPT commercial conversations grew 119% in a year
Profound, the AI marketing platform that says 16% of the Fortune 500 use it, announced on November 11, 2026 that its first Zero Click World Tour convened nearly 2,000 marketing leaders in London, Sydney and Singapore over eight days. Profound’s research team reported that commercial conversations on ChatGPT grew 119% between June 2025 and June 2026, against 63% growth for informational queries, that 60% of shoppers name no brand when they start, and that AI-started journeys reach purchase in a median of 5.2 days. A Singapore analysis of 1.8 million anonymized ChatGPT and Gemini conversations found the share of conversations about researching, comparing or buying grew 23% from January to September 2026. Profound named Singapore its Asia Pacific headquarters, with an office planned for Q4 2026 and more than 15 hires over 12 months, and announced AI Marketer for Microsoft Teams, Slack and email, plus Profound Slides, Creative Studio and Profound Ads. Co-founder and CEO James Cadwallader is quoted. The release states no pricing.
Read the full press release (Published: November 11, 2026 | Source: GlobeNewswire)
Back to the opening question. As of November 11, 2026, Peec AI and Validity both found that most marketing teams are spending more on AI before they can prove what it returns, while Imprint, Riskified, LoyaltyLion and VibeDM opened new paths for agents to buy. The CMO should book a meeting with finance before the end of November, agree on one AI search metric and one break-even target, and bring the spend plan for 2027 only after both are in writing.
Frequently asked questions
What marketing technology news was announced on November 11, 2026?
On November 11, 2026, Peec AI and Validity released research on AI search and AI marketing ROI, Imprint raised $130 million and released an MCP server for agent purchases, and Riskified reported Q3 2026 results and launched Agent Identity Risk Intelligence. LoyaltyLion added AI Campaigns and an MCP connection, VibeDM launched agentic shopping in Instagram DMs, and IAS extended media quality measurement across TikTok and CapCut. Parloa and OpenAI expanded their partnership, and Profound published research from its Zero Click World Tour.
How many marketers can prove a return on AI search spend?
Peec AI’s Primary Sources survey, conducted by Sapio Research in September 2026 with 700 marketing decision-makers in the U.S., UK and Germany and released November 11, 2026, found that 24% can show what AI search returns. The same survey found 89% raised AI search spend over the past year and 81% expect to raise it again. Return proof was 31% in the U.S., 19% in the UK and 18% in Germany.
Which sources do AI search platforms cite most in 2026?
Peec AI reported on November 11, 2026 that company websites rose from 52% to 58% of weekly AI citations and product pages rose from 13.8% to 20.1% between Q2 and the end of Q3 2026. “Best X” listicle share fell from 16.2% to 7.3%, and Reddit citations dropped sharply after ChatGPT changed its default model on August 8, 2026. The data covers ChatGPT, Google AI Overviews, Google AI Mode, Gemini and Claude.
What did Validity’s Winter 2026-2027 Marketer Survey find about AI ROI?
Validity’s survey of more than 250 B2B and B2C marketers, released November 11, 2026, found that 61% face C-suite pressure to demonstrate measurable AI gains. Of 2026 AI investments, 50% met or exceeded ROI expectations, 26% fell short and 24% could not yet say. Respondents ranked AI tools and agents second among likely mid-year budget cuts at 16%, behind paid media at 20%.
What is Riskified Agent Identity Risk Intelligence?
Riskified (NYSE: RSKD) introduced Agent Identity Risk Intelligence on November 11, 2026 with its Q3 2026 results. The product identifies the AI agent behind an order or customer service request, resolves it to a consumer identity and returns a real-time risk signal. Riskified reported Q3 2026 revenue of $115.2 million, up 41% year over year.
What should marketing leaders do about AI search budgets for 2027?
Peec AI found on November 11, 2026 that 24% of marketers can prove an AI search return, and Validity found 61% face C-suite pressure to show AI gains. Marketing leaders should agree on one AI search metric and a break-even target with finance before setting 2027 spend. Peec AI’s data also supports moving optimization work toward product pages and assigning a dedicated AI search owner.
