aatish nayak

Adjacent professional services verticals (accounting, insurance, claims processing, compliance) offer massive opportunity for domain-specific AI combining deep expertise with automation, where mundane enterprise work creates high-value wedge products.

Standalone enterprise search tools face commoditization as major model providers (OpenAI, Anthropic, Microsoft, Glean) build native connectors and memory architectures, making search a baseline feature rather than a defensible product.

The forward-deployed model (combining domain experts like lawyers with engineers) enables deep customer understanding, context engineering guidance, and rapid iteration, proving essential for deploying AI agents in regulated, data-heavy enterprises.

Frontier model releases require immediate evaluation and selective deployment within days, as power users demand latest capabilities, forcing application layers to maintain multi-model architectures and rapid eval frameworks.