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Pi-Evolve

Pi-Evolve - An agentic engine for autonomous machine learning and discovery

Graph-structured search over solution trajectories, unifying reasoning, code, and validation through iterative improvement. 

Graph-structured search over solution trajectories, unifying reasoning, code, and validation through iterative improvement. 

NP-hard optimization drains enterprise value

NP-hard optimization drains enterprise value

1

Across industries, optimization problems explode exponentially with scale

1

Across industries, optimization problems explode exponentially with scale

1

Across industries, optimization problems explode exponentially with scale

2

Common challenges: vehicle routing, bin packing, portfolio optimization, ML research

2

Common challenges: vehicle routing, bin packing, portfolio optimization, ML research

2

Common challenges: vehicle routing, bin packing, portfolio optimization, ML research

3

Traditional algorithms fail to solve these problems within practical time limits

3

Traditional algorithms fail to solve these problems within practical time limits

3

Traditional algorithms fail to solve these problems within practical time limits

Results

Results

1

Delayed decisions  

2

Suboptimal outcomes  

3

Millions in lost value 

Structured intelligence for hard optimization

Structured intelligence for hard optimization

Pi-Evolve brings structure and accountability to autonomous search, enabling systems to learn faster, improve reliably, and scale across complex problem spaces.

Pi-Evolve brings structure and accountability to autonomous search, enabling systems to learn faster, improve reliably, and scale across complex problem spaces.

1

Traceable solution evolution 

Builds a directed acyclic graph (DAG) of solution chains to track lineage, enabling precise credit assignment and faster convergence on high-value solutions.

2

Adaptive agent orchestration 

Dynamically coordinates specialized LLM agents using probabilistic action selection, balancing exploration and exploitation through adaptive priority scoring. 

Follow for the latest updates

Follow for the latest updates

Transform your enterprise with AI that delivers

Transform your enterprise with AI that delivers

Recognition and achievements

Select Fractal accolades

Named leader

Customer analytics service provider Q2 2025

Representative vendor

Customer analytics service provider Q1 2021

Great Place to Work

8th year running. Certifications received for India, USA, Canada, Australia, and the UK.

Recognition and achievements

Select Fractal accolades

Named leader

Customer analytics service provider Q2 2025

Representative vendor

Customer analytics service provider Q1 2021

Great Place to Work

8th year running. Certifications received for India, USA, Canada, Australia, and the UK.

Recognition and achievements

Select Fractal accolades

Named leader

Customer analytics service provider Q2 2025

Representative vendor

Customer analytics service provider Q1 2021

Great Place to Work

8th year running. Certifications received for India, USA, Canada, Australia, and the UK.

All rights reserved © 2025 Fractal Analytics Inc.

Registered Office:

Level 7, Commerz II, International Business Park, Oberoi Garden City,Off. W. E.Highway, Goregaon (E), Mumbai City, Mumbai, Maharashtra, India, 400063

CIN : U72400MH2000PLC125369

GST Number (Maharashtra) : 27AAACF4502D1Z8

All rights reserved © 2025 Fractal Analytics Inc.

Registered Office:

Level 7, Commerz II, International Business Park, Oberoi Garden City,Off. W. E.Highway, Goregaon (E), Mumbai City, Mumbai, Maharashtra, India, 400063

CIN : U72400MH2000PLC125369

GST Number (Maharashtra) : 27AAACF4502D1Z8

All rights reserved © 2025 Fractal Analytics Inc.

Registered Office:

Level 7, Commerz II, International Business Park, Oberoi Garden City,Off. W. E.Highway, Goregaon (E), Mumbai City, Mumbai, Maharashtra, India, 400063

CIN : U72400MH2000PLC125369

GST Number (Maharashtra) : 27AAACF4502D1Z8