serviceMob is the Answer Engine for Customer Service & Support. We model customer experiences as structured data, prevent repeat demand through behavioral metrics and ontology-driven intelligence, and deliver measurable outcomes through Forward Deployed Engineers who embed in your operation.
Since coming to market, the Answer Engine has driven $75M+ in operational savings across our client base — through demand prevention, repeat contact elimination, and experiential forecasting.
Regardless of industry, serviceMob's Forward Deployed Engineers and ontology-driven platform can model any service operation — from healthcare to financial services, telecommunications to technology.
We model over 500K customer experiences weekly, mapping each one across POV, Channel, Phase, Component, Actor, and Resolution to identify repeat demand drivers and prescribe prevention.
The Answer Engine has helped eliminate over 800,000 repeat contacts across our client base — by identifying root cause demand drivers, preventing unnecessary follow-ups, and redistributing service intelligence to the teams that influence demand upstream.
serviceMob began as an academic project at MIT when Anuj Bhalla converged his data science expertise and consulting experience to solve a pain point: enterprises had massive amounts of service data but no way to model customer experiences as structured, behavioral data. Since then, serviceMob has built the Answer Engine — a five-layer integrated stack that models experiences, quantifies behavioral effort, and prevents repeat demand. Our technology and methodology earned us induction into the MIT STEX25, an honor reserved for top startups delivering proven innovation to industry.

serviceMob's delivery model was forged when Marcel Barrera joined as co-founder and Chief Strategy Officer. Marcel's background is the SWaS blueprint: a frontline contact center agent who became a top consultant and strategic executive leader for Fortune 500 companies. Together, Anuj and Marcel built the Forward Deployed Engineer methodology — combining data science, operational expertise, and ontological modeling to deliver measurable economic outcomes from day one.
