Try our new Deep Fusion Models!
Make Your AI More
Accurate
We invented it. They built on it.
Model Council
Vertex Router
HUMBR
Five models.
One truth.
Validation happens inside the network — not after it. Every model generates and grades simultaneously. The highest confidence wins.
Generate
P models receive the same prompt simultaneously — each reasoning independently, in parallel, with no shared state and no anchoring bias between them.
5 concurrent callsGrade
Validation happens inside the network itself. Every model scores every response — including its own — concurrently. P² confidence scores, all at once.
25 concurrent gradesSum
Confidence scores accumulate per response across all concurrent graders. A hallucinated answer cannot survive peer review from 4 independent judges.
Σ conf(m, r) ∀ m, r ∈ PSelect
arg max Σ — the response with the highest total confidence is returned. Not voted on. Not post-processed. Proven inside the network.
λ = arg max ΣDFM formula
From first prompt
to production
Every stage of building with AI — in a single unified platform.
Any model. One interface.
20+ frontier models, multi-model presets, and composable pipelines — configured in minutes, not months.
Validation inside the network.
Deep Fusion routes your prompt to multiple models simultaneously. Every model grades every response — concurrently, inside the network — and the highest-confidence answer is returned.
One API. Everything ships.
A single unified endpoint. Swap models, add RAG, tools, and memory without touching your integration.
Platform
Drop-in replacement.
Zero rewrites.
OpenAI-compatible API. Change one URL. Keep every SDK, tool, and integration you already have.
▊Process entire codebases and documents without accuracy degradation.
Streaming responses begin in under a second across all model tiers.
Enterprise-grade reliability with redundant infrastructure globally.
Deep Fusion Models
Multiple models think in parallel, grade each other, converge on truth. Not one opinion — a consensus.
Token Compression
Semantic slicing reduces what you pay without reducing what you get. Million-token contexts at a fraction of the cost.
Data Privacy
Your data doesn't leave. No third-party agreements, no data sales. Encrypted end-to-end, always.
more accurate than single-model responses
In production
Used where mistakes
aren't an option.
All case studies →Leading Global Law Firm
Patent document analysis at senior associate level
Identified contextual errors in 35-page USPTO submissions and rewrote sections in accordance with case law — without external data access.
Leading Academic Medical Center
Surgical guidelines delivered in under a minute
Generated comprehensive renal surgery guidelines at senior clinical staff quality — including prep protocols, techniques, and probabilistic efficacy analyses.
What people say
From law firms to venture capital, Atlanta to Silicon Valley.
"We've actually made something real, something that works. We don't have to trade on theory or possibility, because we've proven it."
Arif Hosein
Board Member, Balon AI | Angel Investor
"You guys are solving real issues, man. This is really cool. You're making major progress, congratulations."
Avoilan Bingham
GM, Drive Capital · President, Atlanta Tech Week
"You have made something that everyone needs. If they're using AI, they need this, period."
James Corbett
Founder, IMPaCT Intelligence | Co-Founder, Project Refit
"You guys have to patent this. You've made something significant, something of substance. Now you have to protect it. This is gonna be huge."
Marc Snyderman
Business Attorney | Disruptive Entrepreneur
"You guys are crazy, you know that right? It's not enough to already fight hallucination, but you're making models too?"
Romano Pravdic
CEO, Cloud9Devs | CEO, Cashews | Partner, Silicon Gardens
"You guys are absolutely doing an amazing job at making LLM hallucinations free. Which is just crazy to think about."
Serge Kadjo
Founder, AI on Edge | Partner, NGO | Board Member, William & Co
"Stay ambitious AND insane! As a tech innovator they go hand in hand!"
Joel Myers
Fractional CTO | Founder, Healing Heart Sounds
"Looking forward to seeing you guys scale. To Balon AI Growth!!"
Michael Morgenstern
Head of Strategic Partnerships, Brex | Venture Capital & Growth Equity
"This is impressive. It's fast, way faster than I thought it was going to be; I could benchmark this against individual models."
Ryan Walden
Founder, Rosenblatt AI | Research Scientist
"Most AI startups are building on top of models. These guys are trying to replace them. Instead of trusting one model and its flaws, they're creating a system that cross-verifies outputs and makes AI actually reliable at scale."
Prabhath Srinivas K
Venture Associate, LvlUp Ventures
"Atlanta has two founders I'd bet on right now. They're working on deep technical problems that most NYC investors haven't even heard of yet."
Somya Gupta
Venture Scout, EWOR