AI Search Watcher: pipeline engineering inside a 10-year SEO platform.

AI Search Watcher: what is the AI layer saying about you?

Mangools' newer product line, launched in 2025 as the answer to a question every brand has started asking about itself: what is the AI layer saying about us? Google has Search Console; the AI layer has nothing. AI Search Watcher fills that gap, tracking how the major AI models cite, recommend or omit a brand across the prompts that actually matter, and showing the pattern over time.

• Scheduling that coordinates slow, async calls to multiple AI providers
• Grading pipeline that turns subjective model output into comparable signal
• Aggregation that has to stay correct as history grows
• Dashboards and email reports on top

Keyword Gap rebuild + shared infrastructure across KWFinder.

Backend rebuild of Keyword Gap inside KWFinder, plus the shared infrastructure the team uses every day. The distinctive part is that it lives in the harder half of commerce engineering: unreliable upstream APIs, correctness across long pipelines, code that has to age well inside a codebase that's been running for over a decade.

Brought in through iTrinity as senior engineers, treated as in-house.

Contracted under Zavada LLC and brought in via our iTrinity partnership: we're embedded as senior engineers on the platform team, not an outside vendor. Multi-year relationship, ongoing.