software PM market analysis

Software vendors are being judged less on deployment and more on whether systems get used. Apty’s adoption framework points to a persistent gap between formal training and day-to-day use inside existing enterprise systems, suggesting that rollout alone no longer counts as success.

Low-code platforms are adding AI support for architecture, testing and optimisation, according to ToolJet’s reading of the Gartner Magic Quadrant. The same discussion notes that experienced technical oversight still matters, so AI is expanding assistance rather than replacing engineering judgement.

On the revenue side, BillingPlatform and a Springer Nature study both frame recurring-revenue software as an ongoing management discipline rather than a fixed outcome. Forecasting, billing accuracy and retention are described as continuing sources of competitive advantage for subscription providers, with execution quality mattering as much as the model itself.

Worth Tracking

Adoption over deploymentVendors may increasingly be assessed on sustained system usage rather than rollout counts.

AI in low-code governanceWhether AI features in low-code tools broaden participation without reducing the need for engineering oversight.

Recurring-revenue executionBilling accuracy, forecasting and retention discipline remain central to subscription software durability.