Facebook enhanced its Conversion Lift tool, originally measuring overall ad effectiveness via test and control groups, to now compare multiple ad strategies against each other. This allows advertisers to identify which ad units perform best, whether combining brand and direct response ads is more effective, the value of mobile ads, and which creative works best. Examples include Wix, which found combining direct response with video ads boosted subscriptions, and Westwing, where carousel ads were 34% more effective than link ads for registrations.
The tool also now measures lift across stores, websites, and apps for a holistic view. To run a test, advertisers need a campaign not yet live with sufficient statistical power, and they should consult their account representative.
TikTok For Business is courting new advertisers with a tiered credit promotion: spend $100/$500/$1,500 and receive equivalent ad credits, with the top tier adding 1:1 expert support. For ad ops decision-makers, the surrounding content underscores a strategic shift: marketers should embrace marketing mix modeling (MMM) rather than last-touch ROAS, leverage full-funnel AI automation, and use seasonal/industry playbooks (beauty, fashion, sports) to align creative with intent. Key takeaway: combine offer-based trial with longer-horizon measurement and structured content planning to maximize TikTok ad efficiency.
TikTok is offering new advertisers up to $6,000 in ad credits through a tiered spend incentive ($100/$500/$1500) that includes 1-to-1 expert support at the top tier. However, eligibility is restricted to new SMB self-serve accounts, and credits expire. Alongside the offer, TikTok has rolled out several ad tech innovations—Symphony AI creative suite, Streaming Ads, Agentic Hub, Market Scope, and new MMM data—that provide actionable opportunities for testing and scaling performance. Ad ops teams should review eligibility criteria carefully and consider leveraging these tools to maximize ROI during the promotional window.
TikTok for Business is rapidly expanding its ad tech stack with AI-powered creative tools, new ad formats, and enhanced measurement. Key updates include the Symphony creative suite with Dreamina Seedance 2.5, the Agentic Hub for AI-managed campaigns, Streaming Ads for subscription growth, and GMV Max for TikTok Shop ROI. New analytics via Market Scope and the Attribution Portfolio promise deeper audience insights and full-funnel measurement. Salesforce CRM integration streamlines lead transfer. A limited-time offer provides up to $1500 in ad credits for new advertisers, incentivizing adoption of these advanced solutions.
TikTok's Streaming Ads, powered by Smart+, are a catalog-fueled performance solution for streaming services to drive subscriber acquisition. Key formats include Multi-Show Experience, Media Card, and Singular Media Card. Early tests show 80% of campaigns outperformed non-Streaming Ads. The New Title Launch solution helps turn tentpole moments into efficient conversions. A limited-time offer provides ad credits up to $1500 plus expert support for new advertisers.
TikTok's Streaming Ads leverage Smart+ AI to drive subscriber acquisition for streaming services. Key features include catalog-fueled performance ads, interactive formats (Multi-Show Experience, Media Card, Singular Media Card), and advanced optimization using intent signals. Early tests show 80% of campaigns outperformed non-Streaming Ads. The New Title Launch solution boosts performance during major releases, with 60% of promotions exceeding CPA goals. Streaming Ads enable efficient conversions, operational ease through automation, and reduced creative fatigue. TikTok also offers a limited-time spend match promotion for new advertisers.
Marketing attribution is critical for connecting spend to revenue, but platform self-reporting and last-click bias distort budget decisions. Single-touch models (first/last-click) are simple but miss the full journey; multi-touch models (position-based, data-driven) are more accurate but require robust data. Mobile attribution is particularly challenging due to ATT, SKAdNetwork, and cross-platform gaps, necessitating a mobile measurement partner (MMP) for independent, deduplicated measurement. Clean attribution data is essential for AI-driven optimization—bad signals lead to bad decisions. Starting with position-based attribution and incrementality testing provides a practical foundation.
Adjust now supports ChatGPT Ads measurement, enabling advertisers to attribute installs and post-install events from campaigns within ChatGPT. The integration provides URL templates for clicks and impressions, and uses the Conversions API to report conversions back to OpenAI. Advertisers can configure the module in Adjust by entering API credentials and mapping events. This allows tracking of key metrics like impressions, clicks, spend, CTR, CPC, and CPM, making ChatGPT Ads a measurable, data-driven channel for user acquisition.
The open internet presents unique challenges for performance advertising: fragmented identity, closed first-price auctions, and non-stationary supply. Moloco's CARA compound architecture tackles this with six integrated technical domains—Campaign Automation, Supply, Ad Recommendations, Bidding, Creative, and Signals—running on a unified ML infrastructure. Key insights for ad ops: the system continuously learns from every interaction, uses knowledge distillation to serve real-time predictions under 10ms latency, and validates improvements through rigorous live experiments. In 2025, 65 validated model updates reduced CPA by 17% and improved ROAS by 27%. The key takeaway: compound AI architectures that connect prediction, bidding, creative, and data can unlock measurable performance gains beyond walled gardens.
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