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Oil and gas operators are heading into 2026 with squeezed margins. The biggest savings lever isn't capex or headcount. It's procurement.

The average enterprise invoice exception rate is 22%, and the queue never shrinks. Here's why BPO incentives are structurally misaligned with yours.

Should you build procurement AI agents in-house or buy? We break down the technical bottlenecks that don't show up until production and what actually solves them.

The context graph movement assumes enterprise knowledge is missing. In back office domains, it's structured, codified, and distributed across systems that don't interoperate. You don't need a graph to capture decisions. You need an engine to drive them.

Roelof Botha and Jack Dorsey argue that AI eliminates the layers organizations built to route information. The same principle applies to enterprise operations – where distributing work across teams and geographies stripped away the context that made processes work in the first place.

Entry multiples are at record highs and operational improvement is now the primary driver of PE returns. Here's why procurement automation keeps stalling in portfolio companies, and how Fragment's Autonomous Context Engine (ACE) solves the three structural problems behind it.
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