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Software After the SaaSpocalypse: What Investors Learned in 2026

SoftwareArtificial intelligenceValuation dispersion

Our summary

AI is sorting software companies into winners and losers while restoring value to incumbents with proprietary context, trusted workflows and regulatory expertise.

  • Software revenue multiples rose from more than 10 times revenue during the pandemic to roughly 3.5 to 4 times during the sell-off, then recovered to 5 to 6 times.
  • A quick AI-coded replacement can reach 70% to 80% of a company’s needs, while integration, maintenance and regulatory updates preserve the value of commercial software.
  • Ideagen serves around 16,000 customers and has built an orchestration agent supported by regulatory intelligence covering 28,000 laws and regulations.
  • 3E tracks 500,000 chemicals and 3,000 regulations across 200 jurisdictions, while its workflows require 99.99% accuracy; Stanford’s 2026 AI Index found that leading AI agents still fail roughly one in three reasoning attempts.
  • AI revenue remains around 10% of total revenue at the leading edge, while cybersecurity, vertical and industrial software, insurance and financial-services software have recovered faster than horizontal products for small businesses.
  • Private equity sponsors face refinancing pressure with the 10-year Treasury yield around 5.1%, and increasingly need strategic buyers or public-market growth to support exits.

Takeaway: Investors should favor specialized software with proprietary data, mission-critical workflows and customer trust, while assessing leverage and exit routes because AI monetization remains gradual and many owners may wait for better valuations.

Published by Jefferies. Summary by HF Best Ideas.

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