Stop Treating AI Like a Vending Machine
Marketers get better results from AI when they stop asking it for finished work and start using it as a sparring partner. That's the finding from a recent experiment that tested how humans, AI, and hybrid teams make decisions.
The test gave each group one hour to predict real-world events using scenarios from the prediction market platform Polymarket. Humans working alone performed poorly. AI models like ChatGPT and Gemini did better. But the hybrid teams that questioned the AI's reasoning and demanded evidence delivered the strongest results - sometimes even beating the prediction market itself.
The key difference: most hybrid teams either accepted AI answers without pushback or used AI to confirm what they already believed. About 5% to 10% of teams did something different. They treated the AI as a thinking partner. When the AI expressed confidence, they questioned it. When they felt strongly about something, they asked the AI to argue the other side.
This matters because large language models are fundamentally pattern-matching systems. They generate the next likely word based on training data. That makes them fast at structure and speed. They're weak at judgment, originality, and strategy - the work that actually moves campaigns.
The implication for marketing: critique what AI produces. Have it critique your ideas back. The conversation is where the value lives.
This Week's Martech Releases
May 14
Admax Local added a data layer for franchise management that shows how locations perform across regions. Local owners use the interface to see marketing trends and manage digital ads from one dashboard.
AirOps released Quill, which manages brand content for search engines. The tool monitors data, updates existing text, and writes new drafts to maintain brand visibility in search results.
ALINE integrated Connect, a sales tool for senior living communities that acts as a digital representative. It manages outbound communication and schedules tours with potential residents.
Aprimo updated its platform to link digital asset management with marketing budget tracking and task management. The system predicts content production costs and connects creative work directly to financial data.
Artlist introduced a digital assistant for video editors that suggests music, sound effects, and footage based on project requirements. The tool uses machine learning to match media to a specific style.
Automata Studio, a new agency, builds software and marketing systems where machine learning handles repetitive development tasks from the start.
Avaya partnered with avatarin to connect communication software with physical robots. The product combines human workers with autonomous agents to manage customer service tasks in physical locations.
B2B Marketing launched a training program for account-based marketing focused on AI. The course teaches marketers to move past simple prompts and build complex strategies using data models to target specific business accounts.
ContactPoint 360 launched a service combining automated systems with human workers for customer support. Algorithms handle basic requests while transferring complex issues to people.
Ignite X released the Credibility Score, a diagnostic tool that measures how AI engines view and describe specific companies. It shows whether a brand appears as a leader or a risk in automated search results.
ImageKit added a conversational assistant to its digital asset management platform. Users type questions to find images or videos instead of browsing folders. The assistant uses image recognition to identify file contents.
Inbox Monster launched a research tool providing access to 56 million email messages. Marketers use the data to see what competitors send and how often, with real-time updates on email design and delivery trends.
Klaviyo expanded its partnership with Anthropic to integrate the Claude large language model into its marketing platform. The technology writes email text and suggests improvements based on customer data, analyzing past interactions to predict which words lead to more sales.
NICE expanded its integration with ServiceNow to connect customer service systems. Automated agents resolve issues across different software platforms without human input.
Observe.AI released Companion, a digital assistant for customer service teams during live calls. The software listens to conversations and provides real-time data or suggestions to workers, using speech recognition to identify caller needs.
Ooma introduced a suite of tools that manage business phone calls using automation. The software transcribes recordings, summarizes conversations, and identifies caller intent to route calls to the correct person.
Quattr launched a tool that generates landing pages for digital ads. The product creates web pages matching specific keywords people use in search engines, aligning page content with both paid ads and organic search results.
Riskmail.io released a programming interface that identifies and blocks temporary email addresses during signups. The tool checks a database of known fake domains to prevent bots from creating accounts.
Semify started a service that optimizes website content for search engines using automation. The product creates and adjusts text to improve search rankings and scales content production for marketing agencies.
Shengshu Technology released Vidu Claw, which creates video advertisements from a single text description. The tool generates scripts, visuals, and audio using generative models to turn ideas into complete video files.
Similarweb partnered with Manus to combine web traffic statistics with automated agents. The collaboration gives companies information on competitor performance and suggests marketing strategy changes.
Snapsight unveiled Remix, which records live events and turns them into written documents. The software processes audio and video in real time to create reports, social media posts, and presentation decks.
Sprout Social launched a platform using a proprietary agent called Trellis to manage social media data. The tool analyzes conversations across social networks to identify trends and consumer sentiment.
Sunrise to Noon expanded its search engine optimization services to include AI for technical audits. The agency uses data models to find website errors and suggest fixes to improve search visibility.
TrafficGuard released a platform for small businesses to prevent fraudulent clicks on Google ads. The software monitors ad traffic to identify and block bots or competitors draining budgets.
Visualping introduced a reporting tool that tracks website changes over time. The software monitors specific pages and alerts users when text or prices change, generating summaries so users don't have to check sites manually.
Whop integrated its advertising product with Meta to show ads on Facebook and Instagram. The system allows creators to manage social media ad spend directly from the Whop dashboard.
May 7
Amperity released AI assistants and real-time capabilities to manage customer signals as they occur. The product unifies identity and history into a shared layer of customer context and triggers personalized recovery journeys during active sessions.
Bluefish launched AI Accuracy to track how AI channels represent brands. The product establishes a Brand Vault as training material for large language models and monitors AI responses to identify factual mismatches.
C1 debuted a Headless Identity Infrastructure to unify identity governance and credentials. The platform provides real-time authorization for human users and AI agents through an MCP server supporting autonomous agents.
Criteo expanded its integration with OpenAI to enable self-service advertising within ChatGPT. The product connects conversational AI to a cross-channel commerce strategy, surfacing product recommendations during shopper journeys.
DigiCert announced Content Trust Manager to verify the authenticity of digital media. The product attaches tamper-evident credentials to images and videos to prove content origin and track changes.
Genesys partnered with Meta to provide customer engagement through WhatsApp. The product brings voice and messaging together within a single workspace, with AI helping organizations anticipate customer needs.
HireClix launched JobFlow AEO to place employer content in AI search results. The product uses answer engine optimization to ensure job postings appear in tools like ChatGPT and Perplexity.
InMobi acquired MobileAction to increase visibility for iOS app developers. The acquisition adds AI-powered app analytics and growth tools to the existing commerce and advertising platform.
Invoca integrated with ChatGPT ads to connect ad engagement with offline revenue. The product uses AI to analyze phone conversations for intent and outcomes like appointments or confirmed sales.
KERV.ai introduced the Moment Match Engine to identify engagement points within video content. The platform uses pixel-level image recognition and contextual AI to detect specific objects and scenes as activation points for interactive commerce.
MethodHub launched CoApp to organize content and accelerate publishing. The platform uses AI to manage digital assets and streamline the production of marketing materials across multiple channels.
MSQ DX and Storyblok signed a memorandum of understanding to accelerate digital transformation. The partnership combines strategic consulting with a headless content management system, with AI assisting in delivering personalized digital experiences.
NICE collaborated with ServiceNow to advance AI-first customer experiences. The integration connects customer service workflows with conversational AI to resolve queries across different platforms.
Parsnipp debuted a search and optimization platform that models buyer interactions. The product uses behavior-driven AI to analyze how people search for and purchase products.
Quattr released an AI generator for landing pages to bridge the gap between paid ads and search visibility. The tool creates pages that align with user intent found in AI search results.
Rakuten Advertising launched Mirai as an optimization agent for affiliate marketing. The AI agent manages campaign performance by identifying high-value partnerships and traffic sources.
Revelir announced Revelir Insights to analyze customer experience data. The AI analyst reviews enterprise quality assurance records to identify patterns in user feedback.
Salsify unveiled SalsifyIQ as an intelligence layer for commerce. The product uses AI to manage product experience data across different retail channels and supports agentic commerce by ensuring product information remains accurate.
Sendbird launched Agent Steward to provide autonomy in customer experiences. The product allows businesses to deploy AI agents that manage support interactions without constant human intervention.
Shout Digital released a content gap tool to increase client visibility. The AI-driven tool identifies topics that competitors cover but the client does not.
Smartly introduced Smartly Incremental to measure the actual impact of advertising spend. The product uses AI to conduct incrementality testing across social and digital channels.
StackAdapt announced a pilot program for ads in ChatGPT. The product allows marketers to place advertising content within conversational AI threads, with AI managing targeting and delivery.
Studio 1119 launched two applications for e-commerce platforms. These AI-powered tools assist businesses in managing store operations and customer interactions.
Toast debuted Toast IQ as part of its spring release for restaurants. The product uses AI to analyze restaurant data and suggest ways to grow revenue.
Verse AI integrated with VoApps to combine text outreach with direct voicemail. The product uses AI to manage lead engagement through multiple communication channels.
VisRank launched a free audit tool for SEO and AI search visibility. The product evaluates how a brand appears in traditional search engines and generative AI responses.
XstraStar introduced a full-funnel optimization service for generative engines. The product uses AI to enhance brand visibility throughout the customer journey.
Yellow.ai launched Nexus Vox to provide voice AI for enterprises. The product can clone a brand's specific voice and operate in 500 different languages.
Zefr introduced the Agentic Hub for social media campaigns. The product uses AI to manage cross-platform advertising and ensure brand safety.
zSellify launched an AI platform to assist local businesses with their online presence. The product automates the creation of marketing materials and social media posts.
April 30
adMarketplace released a tool that places advertisements within the responses of AI search engines. The system uses machine learning to match commercial results with user intent.
ASAPP introduced several software agents into its customer experience platform to handle service tasks. These agents interpret human speech and text to resolve support tickets without a person.
Battle SEO started a service that coordinates digital public relations and search optimization for businesses. The platform monitors how local companies appear in AI answers and creates content to improve ranking.
Bloomreach launched an application for the Shopify platform that manages customer interactions through a central system. The software tracks what shoppers view and buy to change the products shown on a website in real time.
Braze added automated features to its platform that coordinate marketing tasks across different channels. The system uses models to choose the best message and time for communication based on user habits.
CallRail connected its voice software to the HubSpot database to share information during phone calls. The system identifies a caller and shows their history to staff members on the phone.
Clinch partnered with OpenGlass to show personalized advertisements when a viewer pauses a television show. The technology uses a model to pick an ad matching the content on screen.
Creo debuted a tool that edits video content from creators to meet brand rules. The software uses vision models to find and remove parts of a video that don't match company standards.
D-ID released a tool that changes static videos into interactive sessions. Users talk to a person on the screen, and the software generates a response in real time using generative models.
Dataline launched Wodwo, which creates lists of potential customers for advertisers. The system uses models to analyze purchasing data and find groups of people with specific interests.
Floyi published a framework to audit how well a website covers specific topics for search engines. The system looks at content structure to see if it provides enough information for AI models to cite it as a source.
Inogic added solutions to Microsoft Dynamics 365 that predict the future actions of customers. The software uses models to search through documents and find specific answers for sales teams.
Korcomptenz updated its service to include agents that perform tasks within business resource planning systems. These agents monitor data to find errors and fix them without human supervision.
Magellan AI and iHeartMedia expanded their partnership to track how broadcast radio ads lead to website visits. The technology identifies when an ad plays and looks for a corresponding increase in online traffic.
Magnite unveiled tools that help media owners manage their ad space using automated agents. The software uses models to predict the value of ad slots and set prices.
Ndovesha AI started a platform that produces marketing content using several automated agents. The software writes text, creates images, and schedules posts for digital growth campaigns.
Notified released a tool that suggests changes to press releases before they are sent out. The software analyzes text to see if AI engines will likely cite it in search answers.
Q4 launched a record management system for companies that talk to investors. The software identifies which investors are most likely to buy shares based on their previous activity.
Quorum introduced agents that prepare staff for meetings with government officials. The software searches through public records to find the voting history and past statements of a politician.
Redefine ROI started a service that optimizes website content for generative search engines. The company uses a process called Generative Engine Optimization to increase the chance that tools like ChatGPT mention a brand.
Simply Contact created a program that trains customer service staff using simulated calls. The software acts as a customer with a problem and listens to the responses of the staff member.
Sundial Media Group and Culture Hive Media Group partnered to measure how social trends affect advertising. The system turns cultural data into a signal that changes how ads are placed in real time.
Synter launched a platform that coordinates different AI agents to work together on a single project. The software assigns tasks to specific models based on their strengths in coding or writing.
Taboola introduced Realize Plus, which guarantees a specific business result for advertisers. The system uses models to place ads on websites where people are most likely to take an action like signing up.
The Trade Desk, Pacvue, and Skai connected their systems to measure advertising across 250 retailers. The partnership allows companies to see how their ads on one site lead to sales on another.
unitQ launched a platform that monitors customer feedback from several different apps and websites. The software uses models to identify specific problems that users are reporting in real time.
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