AWS for Software Companies Podcast

Ep159: Why Agentic AI Projects Fail (and How To Avoid It)


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Industry leaders from Coder, Scale AI, and Suger reveal why 95% of AI pilots fail—and share the frameworks that actually work to get agents into production.

Topics Include:

  • Panel features leaders from Coder, Scale AI, and Suger discussing agentic AI.
  • MIT report reveals 95% of AI pilots fail to reach production.
  • Challenges are rarely technical—they're organizational, mindset, and people-driven instead.
  • Companies lack documented tribal knowledge needed to train agents effectively.
  • Many organizations attempt AI where deterministic, rules-based automation would work better.
  • "Freestyle agents" concept: Some problems shouldn't be solved by agents at all.
  • Regulated industries struggle when asking agents to handle highly differentiated, complex tasks.
  • Common mistakes: building one universal agent or separate agents for every use case.
  • Post-billing workflows and business-critical operations aren't ready for AI's black box.
  • VCs pressure companies to define "AI-native"—but nobody has clear answers yet.
  • Scale AI uses five maturity levels; Coder uses three tiers for adoption.
  • Success metrics span operational readiness, business impact, and technology performance indicators.
  • Production requires data governance, context, A/B testing, and robust fallback mechanisms.
  • Even Anthropic uses agents conservatively: research tasks and log triage, no write-access.
  • Path to 50% success requires agile frameworks, people change, and proper AI talent.


Participants:

  • Ben Potter - VP of Product, Coder
  • Raviteja Yelamanchili - Head of Solutions Engineering, Scale AI
  • Jon Yoo - CEO, Suger
  • Adam Ross - US, Partner Sales Sr. Leader, Amazon Web Services


See how Amazon Web Services gives you the freedom to migrate, innovate, and scale your software company at https://aws.amazon.com/isv/

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