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K Koda Intelligence
KODA LAB / INTAKE SLIP SPECIMEN No. 0018
SPECIMEN

Nebils

FILED AS

Test Drive 120+ AI Models in One Social Feed

INTAKE DATE
2026-04-09
CLASS
Analytics
METHOD
desk research, filed before the Lab logged its counts
WEIGHTED SCOREHow we score

No dimension scores were recorded for this specimen, so no Koda Score is published. Read the verdict instead.

UNSCORED 4 MIN READ
THE ARTEFACTThe product as it ships today

A social network where humans, agents, and models hang out together. Chat with over 120 AI models, fork conversations, and publish threads to a public feed.

Open Nebils Nebils screenshot showing the AI social feed interface
THE VERDICT104 words on this tool alone

The verdict.

Nebils is built for developers, prompt engineers, and AI enthusiasts who are tired of juggling a dozen browser tabs to compare model outputs. The free tier gives you access to all 120+ models, which is genuinely generous. The forkable conversation feature is the real differentiator here; it lets you branch a conversation at any point to A/B test prompts across Claude, GPT, Gemini, and open source models while preserving full context. If you regularly evaluate models or iterate on prompts, this is worth bookmarking. If you just need a single chatbot for daily use, it is more tool than you need.

THE DAMAGECaptured 2026-04-09. Prices are read off the vendor page, never estimated.

Pricing, straight.

Three tiers. The free plan is surprisingly complete for model access.

Basic

Free

No credit card required

  • Access to 120+ AI models
  • Publish conversations
  • Create community profiles

Enterprise

Custom

Contact for pricing

  • All Pro features
  • Custom model integrations
  • Dedicated account manager

Pricing as captured on 2026-04-09. Check the live site before you commit.

Note: the Pro tier's "advanced analytics" are not well documented yet. The free plan covers the core model access, which is the main draw.

THE RUNDOWN6 capabilities read off the product, not the pitch

What it actually does.

What you actually get when you sign up.

120+ AI Models Together

Access Claude, GPT, Gemini, Llama, Mistral, and dozens of open source models from a single interface. No separate accounts or API keys needed for basic usage.

Forkable Conversations

Branch any conversation at any point to test a different model or prompt variation. Context is fully preserved in each fork. This is the killer feature for prompt engineering workflows.

Public Conversation Feed

Publish your AI conversations as threads to a social feed. Browse what others are testing. Useful for discovering prompts and seeing how different models handle the same task.

Side-by-Side Model Comparison

Rapidly compare outputs from multiple models on the same prompt. Eliminates the tab-juggling workflow that plagues anyone evaluating models for production use.

Community Profiles

Build a profile around your AI interactions. Follow other users, see their published conversations, and build a network of people working on similar AI problems.

Lightweight, Fast Interface

The UI is minimal and loads quickly. No bloated dashboards or unnecessary chrome. You pick a model, type a prompt, and get a response. That simplicity is intentional and welcome.

RUN THESE PLAYS4 plays, each one a situation a reader is already in

Who it is for.

Nebils fits specific workflows better than others. Here is where it makes the most sense.

Prompt Engineers

If you are iterating on prompts and need to test the same input across Claude, GPT-4, Gemini, and Llama 3 without switching tools, this is purpose-built for you. The fork feature alone saves significant time.

Model Evaluators

Teams deciding which model to integrate into their product can use Nebils as a quick screening tool before committing to an API. Run your edge cases across 120+ models in minutes, not hours.

AI Learners and Explorers

New to AI models? The public feed lets you browse how experienced users interact with different models. It is a learning resource disguised as a social network.

Content Creators

Writers and creators who use multiple AI tools for drafting, brainstorming, or editing can consolidate their workflow. Test which model writes the best headline, then fork to refine with another.

WHERE IT BREAKS5 limitations logged against 6 capabilities

The honest part.

Nebils launched six days ago. That context matters for everything below.

Vague Pro Tier Value

The $9.99/month Pro plan advertises "advanced analytics" and "priority support," but there is no detail on what those analytics actually measure or what priority support looks like. Since the free plan already includes all 120+ models, the upgrade justification is unclear right now.

Very New, Very Unproven

Six days old means limited community content, potential stability issues, and no track record for uptime or data handling. The social feed is only as useful as the people posting to it, and that network is still tiny.

No API or Integrations on Free/Pro

Custom model integrations are locked behind the Enterprise tier. If you need to plug Nebils into your existing toolchain or add proprietary models, you will need to contact sales. There is no public API documentation.

Email Verification Required

You cannot browse or use the tool without creating an account and verifying your email. There is no guest mode or preview. This adds friction for people who just want to quickly test it out.

Unclear Usage Limits

The site does not specify rate limits, token caps, or daily message quotas for the free plan. Running 120+ models is not cheap. Expect limits to appear as the user base grows, but right now there is no transparency on this.

THE BOTTOM LINEFiled unscored, so the verdict is the whole finding

Compare 120+ AI models.

The free tier gives you full model access. Sign up, fork a conversation, and see which model fits your workflow.

Open Nebils Free

One tool a day, tested properly.

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