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Bulkgrid 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.

Bulkgrid compared with iLang Inc.
DetailBulkgrid logo BulkgridiLang Inc. logo iLang Inc.
What it doesThe Knowledge Layer for AI Agents The native language of AI; in human terms, a protocol.
StageNot given Startup
FoundedNot given 2026
Based inSE CA
Pricing modelNot given Open source
PricingNot given Not given
Key features
  • Search for web pages, images, and news
  • Crawl pages into Markdown, HTML, links, and screenshots
  • Map discovery using website sitemaps
  • Extract structured JSON from pages
  • Index with scheduled refreshes and retrieval
  • TypeScript and Python SDKs
  • Model Context Protocol (MCP) integration
  • REST API for all capabilities
  • CLI for terminal and script access
  • Private GitHub repository indexing
  • 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
What makes it different
  • Maintains indexed knowledge with automatic scheduled refreshes
  • Provides source references for verifiable answers
  • Supports both public and private knowledge sources
  • Handles infrastructure for data pipelines
  • 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
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)4 no change since last check38 +1 (up) since last check
Trust Flow (Majestic)87
Citation Flow (Majestic)2627
Referring domains (Majestic)3066

4 details filled in for both companies.

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