01 — The science

Why multiple minds matter.

A single model will occasionally fabricate a citation, mis-derive an equation, or confidently hallucinate. Inside science, that's a showstopper.

Neko Labs is built around multi-agent debate because the research says it works. When specialist agents critique each other's reasoning before committing to an answer, fabrications get caught in the loop. Not in your paper.

In fields like ours (computational biology, physics, anything quantitative) a confident-sounding wrong number is far more damaging than a visible "I don't know."

Hallucinations
Agents detect and correct each other's unsupported claims.
Factual accuracy
Consistent gains across MMLU, Biographies, TruthfulQA.
Robust reasoning
Debate recovers correct answers even when agents start wrong.
Primary citation
Multiple language model instances propose and debate their individual responses over multiple rounds — improving factual validity and reducing hallucinations that contemporary models are prone to.
Du, Y., Li, S., Torralba, A., Tenenbaum, J. B., & Mordatch, I.
Improving Factuality and Reasoning in Language Models through Multiagent Debate.
ICML 2024 · arXiv:2305.14325
arXiv:2305.14325 ↗
And the finding has held up.
  • Chan et al. — ChatEval (ICLR 2024): multi-agent debate improves evaluation.
  • Lin et al. — Mitigating Hallucination in MLLMs through Debate (2024).
  • Growing body reporting 10–30% fewer hallucinations on factuality benchmarks.
02 — Your team

Nineteen specialist minds. One research loop.

ARIA orchestrates. Core specialists do the thinking. A Patent agent and Grant Writer handle the paperwork. An Ideator pitches new directions, and four judges score every one of them on novelty, feasibility, impact, and originality. Hire who you need, swap who you don't.

00

ARIA

Orchestrates the room.
01

Planner

Sequences the work.
02

Researcher

Finds the prior art.
03

Analyst

Reads the numbers.
04

Coder

Ships working code.
05

Writer

Clarifies the draft.
06

Physicist

First-principles.
07

Biologist

Knows the wet lab.
08

Computer Scientist

Theory & complexity.
09

Data Scientist

Models the distribution.
10

Strategist

Asks why.
11

Marketer

Frames the story.
12

Patent

Drafts USPTO / CIPO.
13

Grant Writer

NIH · NSF · NSERC.
14

Ideator

Cross-disciplinary leaps.
15

Novelty Judge

Is this actually new?
16

Feasibility Judge

Can we actually do it?
17

Impact Judge

Does it matter?
18

Originality Judge

Creative leap, or recycled?
+

Your own

Ethicist. Clinician. Whatever.
03 — What it automates

Automate  grant applications

These are the four pipelines most people sign up for. Each one replaces weeks of research work with a single click.

04 — More features

Everything else inside Neko Labs.

05 — Pricing

Pick a plan.

Free Trial
14 days · platform keys
$0 / 14d
1,000 credits

Try the whole platform. Platform-managed API keys included. No card required.

Start trial
BYOK
Your own keys
$20 / mo
Unlimited use

Bring your Anthropic, OpenAI, Google, xAI, DeepSeek keys. No cap. Your provider sets the ceiling.

Get BYOK
Basic
Steady solo research
$30 / mo
6,000 credits

Enough for a few full experiments + steady chat each month.

Choose Basic
Max
Power users + teams
$100 / mo
30,000 credits

For labs running parallel experiments, divergent branches, and full paper/grant pipelines.

Choose Max
Labs & Enterprise

Running a whole lab? We'll build a package around it.

Outfitting a research group, department, or company? Tell us how your team works and we'll put together a customized plan: pooled seats, higher credit ceilings, and the controls your institution needs.

Custom pricing · annual billing

All plans bill in USD via Stripe · Cancel any time from the customer portal · No card needed for the free trial

Come run an experiment
with us.

Bring your hardest research question and see what nineteen specialist agents can do with it. Free trial · no card required.

Launch Neko Labs → See pricing