iLang Inc. vs Hyperresearch
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
iLang Inc. compared with Hyperresearch
| Detail | 
iLang Inc. | 
Hyperresearch |
|---|
| What it does | The native language of AI; in human terms, a protocol.
| AI deep research API that checks every cited claim against its source
|
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| Stage | Startup
| Startup
|
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| Founded | 2026
| 2026
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| Based in | CA
| US
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| Pricing model | Open source
| Paid
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| Pricing | Not given
| Not given
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| Key features | - 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
| - Searches 45+ structured sources including SEC filings, statistics agencies, scholarly indexes, books and government records
- Workspace vault with searchable full-text source storage and independence clustering
- Integrated MCP server for Claude, Cursor, ChatGPT and other clients
- Contradiction mapping identifies and investigates disagreements in evidence
- Automatic report generation with verified citations before shipping
- Citation verification API for external documents
- Markdown import and export for vault documents
- Integrated Answers MCP with ask and search tools for AI agents
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| What makes it different | - 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
| - Every cited claim is verified against the original source before report delivery
- Searches structured sources like SEC filings and scholarly databases alongside the open web in one call
- Delivers answers with word-for-word quotes so readers can verify in one click
- Open-source CLI that powers the hosted service, maintaining feature parity
- Pay-as-you-go pricing with no minimum commitment or sales team required
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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) | 38 ▲ +1 (up) since last check | 32 ▲ +4 (up) since last check |
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| Trust Flow (Majestic) | 7 | 13 |
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| Citation Flow (Majestic) | 27 | 31 |
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| Referring domains (Majestic) | 66 | 71 |
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7 details filled in for both companies.
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