Percepta (formally operating as Percepta AI and registered as a General Catalyst Transformation Company) is a high-impact American technology firm dedicated to the "AI-native" transformation of critical global institutions. Launched in late 2025 and headquartered in New York City, New York, the company is a fully owned venture of the prominent venture capital firm General Catalyst. Percepta distinguishes itself from traditional consulting firms and SaaS providers by deploying its own elite teams of researchers, engineers, and product managers directly into the core operations of enterprises and governments.
As of early 2026, Percepta has rapidly emerged as a primary architect for AI adoption in sectors where legacy infrastructure has traditionally hindered innovation, such as healthcare, financial services, manufacturing, and the public sector. The company's goal is to bridge the "prototype-to-production" gap, moving organizations away from superficial AI pilot programs toward core operational systems where humans and intelligent agents work in unison.
Founding and Leadership
The company was co-founded by a group of distinguished leaders from the fields of defense technology and advanced computational research:
* Hirsh Jain (CEO): Formerly a senior executive at Palantir Technologies, where he led major initiatives in government and commercial sectors.
* Athul Paul Jacob (Chief AI Officer): A renowned AI researcher with deep expertise in reinforcement learning and game theory.
* Costis Daskalakis (Chief Scientist): A Professor at MIT and winner of the Nevanlinna Prize, recognized for his foundational work in the complexity of equilibrium.
The leadership team reflects Percepta's focus on combining the aggressive, mission-oriented engineering culture of companies like Palantir with the academic rigor of frontier AI research.
Core Technology and Platforms
1. Mosaic: The Workflow Orchestrator
The centerpiece of the company's technical offering is the Mosaic platform. Mosaic is designed to eliminate the friction of deploying production-grade AI within complex enterprise environments.
* Industry-Specific Workflows: Mosaic provides pre-built frameworks for specific verticals, such as clinical workflow automation for healthcare or permitting processes for government agencies.
* Rapid Deployment: The platform is engineered to transition an AI concept into a production-ready workflow in minutes rather than months, handling the underlying data orchestration and model integration.
* Governance and Security: Built to meet the stringent requirements of Fortune 500 companies, Mosaic ensures that AI agents operate within defined policy guardrails.
2. The Percepta Research Lab
Led by Jacob and Daskalakis, the company maintains a dedicated research lab that focuses on "Decision-Making Alpha."
* Advanced Model Building: The lab works with a blend of foundation models, reinforcement learning, and optimization to create systems capable of autonomous decision-support in high-stakes environments.
* Optimization and Game Theory: Applying mathematical principles to enterprise strategy, helping organizations navigate competitive landscapes and complex resource allocation problems through AI.
Products and Services
Percepta offers an "Embedded Transformation" model that differs from standard software licensing.
1. Embedded Engineering Teams
Percepta does not merely sell software; it embeds its own staff within the client's workforce. These teams act as a "transformation engine," working side-by-side with the client?s leadership to define and execute an AI-enabled future. This service covers:
* Infrastructure Design: Modernizing underlying data pipelines to support frontier models.
* Agentic Workflows: Designing systems where AI agents handle repetitive administrative tasks, allowing human workers to focus on high-value cognitive work.
2. Strategic Partnership Ecosystem
Percepta leverages a unique position within the General Catalyst portfolio to provide clients with early access to breakthrough technologies.
* Anthropic Integration: Through a strategic partnership, Percepta integrates Claude models directly into critical workflows, ensuring that clients are using the most advanced and safe AI models available.
* AWS Partnership: Collaborating with Amazon Web Services provides Percepta with the cloud scale and enterprise readiness required for massive-scale transformations.
Institutional Impact and Case Studies
By early 2026, Percepta has documented significant measurable impact across several key domains:
1. Government and Public Service
In November 2025, Percepta entered a landmark partnership with the State of Maryland and Governor Wes Moore.
* Modernizing Service Delivery: Percepta engineers worked with the Maryland Digital Service to develop self-service portals for environmental site assessments and housing development.
* Efficiency Gains: The partnership targeted a 90% reduction in time for critical permitting processes, significantly accelerating the state's infrastructure and housing initiatives.
2. Financial Services
Percepta has worked with Fortune 500 financial institutions to overhaul their decision-making DNA.
* Productivity Benchmarks: A collaboration with a global financial services client resulted in an 80% productivity increase in specific back-office functions and an estimated $17 million in annual savings.
3. Healthcare
Working within the General Catalyst "Health Assurance" ecosystem, Percepta assists providers and payers in streamlining clinical workflows.
* Clinical Automation: Helping hospitals automate the administrative burden on clinicians, such as documentation and patient engagement, creating an estimated $100 million in enterprise value for care delivery partners.
Recent Corporate Developments
In late 2025, Percepta became the subject of high-profile legal scrutiny when Palantir Technologies filed a lawsuit against the company's founders. The suit alleged that the ex-Palantir employees utilized trade secrets to build a "copycat" company and engaged in widespread poaching of talent. Percepta's leadership has publicly denied these claims, characterizing the litigation as an attempt by a dominant incumbent to stifle competition in the emerging enterprise AI transformation market.
Despite these legal challenges, Percepta continues to expand its workforce of applied AI engineers and has established itself as a primary destination for top-tier talent from the world's leading AI labs and technology firms.
Please note: This information is generated by AI. For legal use, verify with company sources.
