hari menath

Co-Founder, CTO & Chief AI Architect building enterprise-grade AI platforms and intelligent systems.

[hari menath @harimenath]

@SwarmLens

[hari menath @harimenath]

We built AI blueprints for enterprises. Every one went stale by Day 90.

So we built AccioLens: AI agents + experts creating living AI blueprints that re-evaluate every cycle.

Consulting sells snapshots. We built something that steers

[email protected]
https://t.co/Wgbker44qA

[hari menath @harimenath]

Your well beat the AFE. But what if it could've taken 40% less time? AssureLens compares plan vs reality, uncovers Invisible Lost Time, builds the Best Composite Well, and auto-generates evidence-backed risk registers. https://t.co/4nMJep98op
@SwarmLens

[hari menath @harimenath]

A well beats its AFE. Everyone celebrates. Hidden in the DDRs: millions in repeatable lessons. AssureLens reads every drilling document, cites every insight to the exact page, and says "Not stated" when evidence is missing. https://t.co/4nMJep98op
@SwarmLens

[hari menath @harimenath]

#SwarmLens #CognitiveIndex #SwarmLensCognitiveIndex #TrustworthyAI #EnterpriseAI #KnowledgeGraph #GraphRAG #DoodleVideo

[hari menath @harimenath]

@SwarmLens

[hari menath @harimenath]

AssureLens: From Data to Decisions
Your drilling reports already contain the answers to your next well's biggest problems. Nobody is reading all of them at once. We built the system that does.
https://t.co/nm6Zh7rvBI
@SwarmLens
#SwarmLens #AssureLens

[hari menath @harimenath]

Every technique we use exists in the literature. None work alone. The value is in how they're composed. In the hundred small decisions that separate "mostly works" from "trust it with real decisions."

Full deep-dive: https://t.co/L9ETqy17aX

[email protected]
@SwarmLens

[hari menath @harimenath]

We built an AI that reads every document from a drilling campaign and tells you what they've been trying to say. No hallucinations. Every insight traced to source.
🧵 A thread on the SwarmLens Cognitive Index.
@SwarmLens
#SwarmLens #KnowledgeGraph #AI #SwarmLensCognitiveIndex

[hari menath @harimenath]

An operator had a decade of reports. Different teams, countries, rigs. We pointed the Cognitive Index at the whole portfolio. Same equipment failure. Different countries. Different words. Same root cause. The documents knew all along.
https://t.co/GyE1YF4N7P

[hari menath @harimenath]

The feature we're most proud of? Five words: "Not stated in the provided sources." We threw trick questions at it. Other frameworks invented answers. Ours said no. The most dangerous answer in AI isn't wrong. It's wrong and confident.

https://t.co/1aTLNvrmqk

[hari menath @harimenath]

Inside our knowledge graph: every node carries provenance - document, section, exact sentence. Every edge has a confidence score. Before provenance edges: 46% of nodes connected. After: 100%. That's not a collection of facts. That's a memory.
https://t.co/2mUbpGTpcC

[hari menath @harimenath]

Feed most AI frameworks legal contracts, drilling data, medical records - same pipeline. Same chunking. Same prompts. We built a framework that reads your data before it processes it.
https://t.co/23uetbDsVG

@SwarmLens
#SwarmLensCognitiveIndex

[hari menath @harimenath]

Most AI gives you one speed. One accuracy. Take it or leave it. We built a dial - 30 seconds for full citation-verified depth, 3 seconds for a grounded quick answer. You know your question better than any algorithm does.
https://t.co/xeb9VtCHQa
@SwarmLens
#SwarmLensCognitiveIndex

[hari menath @harimenath]

Check out my latest article: We Invented an Oil Company (On Purpose) https://t.co/MgifJgQt8K via @LinkedIn

[hari menath @harimenath]

Check out my latest article: SwarmLens Cognitive Index https://t.co/WW4qiKnhSh via @LinkedIn

[hari menath @harimenath]

Excited to update my profile 🚀
Co-Founder, CTO & Chief AI Architect, building enterprise-grade AI platforms and intelligent systems at @SwarmLens
https://t.co/FN78Gpywjy

[hari menath @harimenath]

Physics of Language Models #LLM
https://t.co/V1Q9WyL7cC