Comet vs iLang Inc.
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
Comet compared with iLang Inc.
| Detail | 
Comet | 
iLang Inc. |
|---|
| What it does | The AI Developer Platform
| The native language of AI; in human terms, a protocol.
|
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| Stage | Not given
| Startup
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| Founded | 2017
| 2026
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| Based in | US
| CA
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| Pricing model | Not given
| Open source
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| Pricing | Not given
| Not given
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| Key features | - LLM trace logging with 40+ integrations
- Automatic error detection and diagnostics
- Ollie agent for code fix recommendations
- Test Suites and 40+ LLM-as-a-judge evaluation metrics
- Production dashboards and alerts for agents
- Prompt playground and optimization
- Agent Playground for local agent development
- Cost intelligence for Claude Code and Codex tracking
| - AI-native communication protocol with 88 verbs and two syntaxes
- AI See: give any AI model vision by pasting i.ilang.ai URLs
- Zero installation required, pure text format
- Works across ChatGPT, Claude, Gemini, DeepSeek, Qwen and other models
- Loader available via pip and npm for automatic protocol injection
- Prompt compression: 67% reduction in tokens for typical instructions
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| What makes it different | - Truly open-source platform with enterprise-grade infrastructure
- Traces appear almost instantly even at high volumes
- Flexible hosting options including self-hosted, cloud, and custom deployments
- Easy integration with just a few lines of code
- Opik automatically turns trace data and eval results into code fixes
| - First protocol to formally map Greek mathematical symbols as primitive verbs for AI-to-AI communication
- Computable vector space for AI judgment using 11 dimensions and fuzzy mathematics instead of binary classification
- Open source and MIT licensed with no royalties or approval required
- Operates at the instruction and behavioral layer, complementary to MCP and A2A protocols
- Tested and benchmarked with public conformance results and DOI-registered research
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| Free plan | Not given
| Not given
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| Open source | Not given
| Not given
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| Platforms | Not given
| Not given
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| Public API | Not given
| Not given
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 74 ▲ +1 (up) since last check | 38 ▲ +1 (up) since last check |
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| Trust Flow (Majestic) | 28 | 7 |
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| Citation Flow (Majestic) | 51 | 27 |
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| Referring domains (Majestic) | 4448 | 66 |
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5 details filled in for both companies.
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