AI Agents Can’t Read Your Pricing. That’s Becoming A Revenue Problem.
AI buying agents are skipping your pricing page. B2B SaaS revenue depends on fixing it.
Why it matters
As AI agents automate procurement decisions, businesses that can't present pricing in machine-readable formats risk being invisible to automated buyers—a new form of commercial risk that flips the SEO playbook on its head.
The key facts
8 to knowBenchmark study from Siteline on agent pricing discovery
B2B software companies now face agent readability as revenue risk, not just human discoverability
Shift from SEO/analyst relations to machine-readable pricing formats as competitive requirement
Published Aug 5, 2026
Siteline benchmark study on agent pricing comprehension
AI agents automating B2B procurement decisions
Pricing page discoverability becoming a vendor problem
From search/analyst discoverability to agent-readable pricing requirements
Go to the source
Forrester Blogforrester.com
Publisher excerpt: By Lisa Singer and Beth Caplow For years, B2B software companies obsessed over discoverability. Could buyers find their website? Could they rank in search? Could analysts, review sites, and influencers tell the right story? But a new challenge is emerging: Can AI buying agents find and understand…