Observed Signal · May 20, 2026 · Partnership · Source: https://martechseries.com/feed/ · Impact: 3/5 · Sentiment: Positive
Chalice AI and Equativ Advance Containerized AI Curation
Chalice AI announced a partnership with Equativ to deploy containerized AI decisioning into Equativ’s curation and activation platform. The collaboration promotes adoption of the IAB Tech Lab’s Agentic Real-Time Framework (ARTF) and enables Chalice’s custom AI models to run as portable, containerized agents inside Equativ’s infrastructure. Integrated with Maestro by Equativ, Chalice’s outcome-driven bidding models can score impressions and adjust bid pricing in real time at the impression level, aiming to optimize for advertiser-defined outcomes such as conversions or cost-per-action. Company leaders (Adam Heimlich, CEO of Chalice AI, and Curt Larson, Chief Innovation Officer at Equativ) framed the work as moving intelligence closer to supply, improving interoperability, transparency, and performance across programmatic workflows.
Partnership advances standards-based, containerized AI decisioning and SSP-level integration (ARTF adoption), which could influence programmatic curation/activation practices and interoperability across the supply chain.
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Key Takeaways & Evidence Grounding
- Chalice AI announced a partnership with Equativ to bring containerized AI decisioning into Equativ’s curation and activation platform.
- The collaboration expands adoption of the IAB Tech Lab’s Agentic Real-Time Framework (ARTF) and portable AI models across programmatic workflows.
- Chalice’s AI models can be deployed as containerized agents within Equativ’s infrastructure and activated in Maestro by Equativ for real-time impression scoring and bidding.
- Adam Heimlich (CEO, Chalice AI) and Curt Larson (Chief Innovation Officer, Equativ) provided public statements highlighting supply-side deployment and moving intelligence closer to supply.
Connected Companies & Entities
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Related Market Signals & Shifts
Recent verified developments and strategic activity across this market segment.
Chalice AI: Brand-Specific Models for Programmatic
This AdExchanger Talks podcast episode features Ali Manning, COO and co-founder of Chalice AI, discussing the company's approach to letting brands bring their own models into walled gardens, DSPs and SSPs. Chalice positions its software as continuously running, refreshable models (including generative AI) that optimize for brand-specific business outcomes rather than standard proxies like clicks or video completion. Manning describes challenges around the term "custom algorithm," explains Chalice's origin story, and gives a client example (Bayer’s One A Day) where Chalice used AI modelling and DSP bidding to drive offline "new to brand" sales. The conversation also touches on containerization and agentic bidding as possible ways to realize more precise programmatic outcomes.
New Framework Promises Faster, Smarter Ad Buying Standards
On November 13, 2025, the IAB Tech Lab released Agentic RTB Framework (ARTF) v1.0 for public comment, aiming to standardize and accelerate agentic ad buying across programmatic marketplaces. The framework advocates containerizing agents so DSPs, SSPs, and data partners can operate within a unified infrastructure, reducing latency and eliminating separate data-center pinging. CEO Tony Katsur stated the goal is to enrich, inform, and analyze the bid stream by embedding logic in containerized agents. OpenRTB bid requests currently run 400–600 ms in ad serving; ARTF is expected to shorten this by bringing agents into the marketplace. Chalice’s model has been tested inside Index Exchange, showing how containerized agents could be deployed without exposing proprietary code. Index Exchange’s Joshua Prismon and Chalice CEO Adam Heimlich commented on the potential for a more efficient, interconnected agent ecosystem within the RTB stack.
Equativ brings contextual expertise to ChatGPT Ads
Equativ, an adtech provider, has joined OpenAI's partner network for ChatGPT Ads, leveraging its expertise in contextual and native advertising. The company has developed its own campaign tool called Ad Studio, which advises advertisers on adapting messages and creatives to different stages of the purchase decision. A first campaign with BNP Paribas, its direct bank Hello Bank, and agency Havas Media France was implemented, targeting students and their families. OpenAI expanded ChatGPT Ads to 31 European markets in August and has been building a network of technology partners, including Criteo, StackAdapt, and Adform. Equativ's partnership focuses on campaign planning and design, while ad delivery remains with OpenAI, which decides which ads appear based on signals and bids. The partnership covers markets including Germany, France, the UK, and the US.
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