Research

The arguments, set out in full

Long-form research on how autonomous performance marketing actually works. Every paper is free to read in full, on the page, with no form in the way. Take the PDF if you would rather.

Measurement/September 2026/11 min read

The Form Fill Trap

B2B advertising learns to generate enquiries instead of revenue, because the enquiry is the only outcome the platform is ever shown. The three joins of a closed measurement loop, how to pick the bidding signal, and what the loop still cannot prove.

Read it12 pages · PDF 776 KB
Standards

Standards and industry contribution

So What Labs contributes to industry discussions shaping the future of agentic advertising and autonomous marketing.

In October 2026, Founder Alam Shukla contributed to IAB Tech Lab’s public consultation on AAMP 3.0 and the OpenProposal specification.

Our position is that advertising standards should define transparent, verifiable inputs while allowing advertisers and their agents to evaluate those inputs against their own commercial objectives.

Our submissions addressed
  • Buyer-controlled cross-channel evaluation
  • Transparent measurement definitions and provenance
  • Structured advertiser objectives and constraints
  • Preservation of decision authority and accountability
  • Linking advertising decisions to downstream reporting and outcomes

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