AIABS Research and Services Pvt Ltd — AI for Advanced Bayesian Systems — is building a collaborative intelligence layer for the organisations that move economies: fleets, gig-worker platforms, insurance networks, and beyond. Not one enormous model, but an ensemble of specialised AI systems — each a domain expert, orchestrated together. Sakshya, the driving-behaviour expert, is the first to reach production.
We do not believe general intelligence emerges from a single enormous network fed indiscriminate data. We think it arises from an ensemble of specialised systems — each with its own architecture, domain-specific training and distinct experiential knowledge — orchestrated to help manage fleets, gig-worker economies, insurance networks, agricultural supply chains and healthcare systems at scale.
So every product we build is a domain expert first. Sakshya is the driving-behaviour expert: it knows what a phone’s accelerometer means once you have recovered the vehicle’s frame, what a harsh brake at 22:40 on a national highway implies that the same brake at noon does not, and — critically — when it does not know, so it can abstain instead of guessing. Sakshya is our first product — the one generating real-world domain expertise that feeds the larger intelligence architecture.
Precision through probability. Innovation through intelligence.
AIABSA Bayesian posture is not branding — it is why the KYD engine ships a confidence interval with every score, why it renormalises weights instead of imputing a missing dimension, and why percentile bands carry anchor hygiene. Uncertainty is a first-class output, not a footnote.
Live operations, safety intelligence and driver scoring for logistics, gig and commercial fleets at scale.
Churn-proof driver identity, real-time safety and risk scoring for high-turnover, smartphone-first workforces.
Priceable driver-risk signals, UBI enablement and consent-scoped data sharing for underwriters and reinsurers.
Future domains where probabilistic modelling and specialised AI experts are the right tool.
A small, capital-efficient team at AIABS Research and Services Pvt Ltd, where Sakshya is the first product. The driver app, fleet console, manager app, platform-admin console and the KYD engine were built end to end by the founders.
Over a decade across BFSI and insurance, with deep work in software engineering, applied AI and enterprise architecture — focused on AI-driven claims analytics and risk management. Architect and principal engineer of the Sakshya platform.
LinkedInEleven years in corporate finance and strategic management — financial planning, regulatory compliance, budgeting and capital allocation for growth-stage technology companies.
LinkedInEvery capability on this site is tagged Live, Built, Designed or Planned. We do not upgrade a tag without checking the system behind it — including on the investor page.
A model that always returns a number is easy to build and impossible to trust. Ours withholds a dimension when the data will not carry it.
Not a checkbox, not a terms-of-service clause. Scoped, expiring, revocable, audit-logged, CI-enforced — and every read is visible to the driver it concerns.
The driver sees the same evidence the operator does, keeps their identity across employers, and cannot be watched off duty. Telematics that treats drivers as sensors does not survive contact with drivers.
A private limited company incorporated in India. Sakshya™ is its flagship product and trademark.
India-first by design — the market where smartphone-first, two-wheeler-heavy telematics matters most.
One channel for fleet pilots, insurer partnerships, investor enquiries, security disclosures and privacy requests — pick the subject and it reaches the right founder.
We are a small team that ships. The fastest way to understand what Sakshya does is to see it running against a real roster.
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