HECHO
// Series C — $2.4B Raised — Compute-Sovereign Since 2026

The frontier
is here.
We made it.

Hecho AI is building the world's most agentic, most multimodal, most responsible LLM infrastructure — to synergize human-in-the-loop cognition with emergent reasoning at a scale that moves the needle. We have a hard stop on mediocrity.

Start Building Free ↗ Read the whitepaper
TOKENS/SEC 847,392 ACTIVE COPILOTS 1.2M CONTEXT WINDOW 2M tokens HALLUCINATIONS ±2.3%*
Emergent Abilities· Mixture of Experts· Agentic Workflows· Constitutional AI· Superalignment· Chain-of-Thought· Scaling Laws· RAG Infrastructure· Sovereign AI· Responsible AI· Vertical AI· RLHF· Emergent Abilities· Mixture of Experts· Agentic Workflows· Constitutional AI· Superalignment· Chain-of-Thought· Scaling Laws· RAG Infrastructure· Sovereign AI· Responsible AI· Vertical AI· RLHF·
01 — About

We didn't circle back.
We touched base.

At Hecho AI, we've gone granular on the things that matter: parameter count, semantic nuance, and the kind of emergent behavior that makes our competitors' models look like stochastic parrots at a very expensive conference.

We're not here to boil the ocean. We're here to evaporate it — responsibly, with a diverse and aligned team of thought leaders who are genuinely dogfooding our own inference stack every single day.

Our bleeding-edge approach to knowledge distillation, combined with proprietary quantization techniques and a LoRA adapter pipeline that would make your GPU weep with joy, gives Hecho AI a sustainable competitive moat in the agentic reasoning space.

We have the bandwidth. We have the synergy. At the end of the day, we just have better compute.

2T+
Parameters
99%
Alignment Score
4K+
Enterprise Copilots Deployed
1.5100
Confirmed Tokens
02 — Models

Our Model Family

Architected for disruptive scalability. Each model is a value-add vertical solution for the enterprise-grade multimodal workflows your team keeps circling back to.

Hecho Control ↗ // Flagship · Latest
Hecho Control
Our most capable reasoning engine. Chain-of-thought so deep it requires a Sherpa. Instruction-tuned on the full breadth of human knowledge, three business days of Slack messages, and a vibes-based constitutional AI framework we're calling "Emotional Scaling."
Context Window 2,000,000 tokens
Temperature Range 0 – 2.0 (chaotic)
Architecture MoE / Autoregressive
AGI Status Imminent™
Hecho Compute ↗ // Balanced · Popular
Hecho Compute
The model for those who want to move the needle without boiling the ocean. Sonnet leverages transfer learning and p-tuning to deliver granular semantic nuance at a throughput that respects your inference budget and your bandwidth.
Context Window 512,000 tokens
Tokens/Sec ~140 (fast enough)
RLHF Cycles Countless
Jailbreak Resistance Moderate
Hecho Reach // Speed · Efficient ↗
Hecho Reach
Distilled. Quantized. Spiritually lean. Haiku is the low-hanging fruit of our model family — and we mean that as a compliment. Deploy in your copilot, your chatbot, your next pivot. Ships fast. Hallucinates less than your last vendor.
Context Window 128,000 tokens
Latency Blink-of-an-eye
Quantization INT4 / INT8
Vibe Check Passed
03 — Social Proof

Thought Leaders
Who Have Taken
Our Calls

We were trying to boil the ocean with our previous AI vendor. After a brief sync with Hecho's team, we pivoted, leveraged their RAG pipeline, and honestly? We moved the needle. Double-clicked on the ROI. Hard stop: this thing works.

Derek Holloway Chief Transformation Officer, NebulaCorp

Hecho's emergent behavior capabilities gave us the alignment we needed to synergize our agentic workflows with our existing knowledge distillation infrastructure. Was it vaporware? Absolutely not. It ran. Once. We're iterating.

Priya Nathwani VP of Disruptive Intelligence, FuturePlex

I don't have the bandwidth to explain how disruptive this is. Ping me via Slack. What I can say is: our shadow AI problem is solved. Our Turing Test 2.0 compliance score is up 40%. The thought leadership practically writes itself — because it does.

Marcus Brent-Finch Head of AI Evangelism, Synapse & Co.
04 — Research & Thought Leadership

From the Lab

April 2026
Whitepaper

Superalignment at Scale: Why Constitutional AI Is Just the Beginning and What Comes Next Is Anyone's Guess

We sat in a room for three days, double-clicked on the problem of model collapse, and emerged with a framework so granular it requires its own context window to fully appreciate. RLHF was table stakes. We've moved past it.

March 2026
Blog

Emergent Behavior or Just Overfitting? A Deep Dive We'll Circle Back To

Honestly we're not sure yet. But the benchmark numbers look great and that's what moves the needle at this stage of the scaling law curve.

Feb 2026
Research

Embodied AI and Spatial Intelligence: A Framework for Not Blaming the Robot

Vertical AI meets hardware. We explore the human-in-the-loop implications when the loop is a physical warehouse and the human is very tired.

05 — Pricing

Scalable. Aligned.
Surprisingly affordable.

Per-token pricing for every stage of your disruptive journey. Synergy not included. Please don't ask about enterprise discounts until we've had a proper sync.

Starter
$0
/ month · until you need it to actually work
  • Hecho Reach access
  • 50K tokens / day
  • Community Slack access
  • 1 agentic workflow
  • Documentation
Start Free
Executive
$99
/ month · billed annually
  • Everything in Starter
  • Full Hecho Compute + Reach access
  • 10M tokens / month
  • RAG pipeline with "Advanced Retrieval™"
  • Priority support
  • Agentic workflow builder
  • Hallucination reduction mode
Move the Needle
Enterprise
$10K
/ year
  • Everything in Executive
  • Hecho Control access
  • Unlimited tokens
  • Dedicated CSM to circle back with
  • Custom LoRA fine-tuning on your data
  • Sovereign AI deployment option
  • Quarterly thought leadership sync
Let's Touch Base

* ±2.3% hallucination rate measured on internal benchmarks curated by our models. Results may vary. The 0 confirmed Skynet incidents stat does not constitute a legal guarantee. "Imminent™ AGI" is a trademark of Hecho AI LLC and does not represent a specific timeline. We are not responsible for any pivots taken based on our outputs.

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