Simple-automations to manage your online-community.
Problem
Online community management is broken.
It takes consistency, time, effort, and taste. Most brands are struggling to show up legitimately online. They go silent, outsource badly, default to ads or worse: use bot armies for posting.
Consistency
Time
Effort
Taste
Legitimacy
67
Customer discovery calls. One strong signal: brands need a legitimate online voice and cannot find one.
Insight
Consumers hate ads.
But brands keep paying for them because ads predict revenue. What if you could get the same predictive superpower with zero performance marketing budget?
Every day, customers are expressing themselves online. There is a lot of signal in this chaotic noise. Right now, nobody is listening. Organic compounding is real.
Solution
Search engine for community managers.
Everything a community manager does to run a brand online: listen, research, respond, & report. All in one platform. Compound your brand voice without a single dollar in paid media.
Listen
Capture every relevant conversation in real time before competitors respond.
Research
Turn community signal into predictions for customer discovery.
Respond
AI-assisted replies, reviewed by a human, posted in under three minutes.
Moat
Logical Intelligence Layer for online communities.
An energy-based world model for online communities.
Architecture
Language as physics
Communities mapped in a physical AI model. Language is the physics parameter. Community dynamics simulated like particles in a field via reinforcement learning.
Capability
Fortune 500 community voice
The model learns how top brand PR and community teams operate. Replicates that voice at any scale, for any brand.
Differentiation
Backtest community strategy
Run historical simulations. Test messaging and timing against past behavior before going live. Strategy proven before it ships.
Vision
Auto surface community problems
The first digital intelligence that grows within authentic human communities. Frictionless automated actions with mandatory human in the loop.
Proprietary engine. Built to outlast every platform API & policy change.
Traction
The market is asking for more.
67
ICP discovery calls. Validated demand. Real pain.
2
LOIs signed: Boston political social strategist and education institute
If you are on Luma or Shopify, you already have a community. We help you run it as your biggest asset.
Thesis
Making online communities legitimate again.
01
Bot detection through community simulation
The answer to artificial noise is intelligence that knows what is real.
02
Use AI to fight AI slop
GDPR compliant AI detection tools
03
Emotions intact. Process automated.
Humans at every milestone that matters. Machines handling the rest.
Team
We are experts in code & we hate bot armies.
Manthan Admane
Founder and CEO
Computer Scientist turned Product Marketing Manager at Applied Materials. 67 customer discovery calls. His own primary user. Obsessed with legitimate community voice.
Manas Kalangan
Lead Engineer
Builds the infrastructure that makes real-time community intelligence and the world model possible. Can't sleep knowing bots are winning at manipulations.
Pricing
Simple pricing. Zero ad spend.
Monthly
$29/30 days
Brand owners and solopreneurs
The full tool. Signal detection and AI-assisted drafting, billed monthly.
Quarterly
$79/90 days
Best value — three months up front
Everything in Monthly for 90 days. Save versus paying month to month.
Enterprise
Get in touch
Research orgs and large brands
Listening Tool + AI Automations. World model for custom simulation & backtesting.
Pre-Seed SAFE · Closing 23 Jun 2026
Ask
We are raising to close the online communities noise and signal gap.