Choose How You Build

Three ways to integrate Aion. Same powerful features, different interfaces for different needs.

pip install aion
>>>

Python SDK

One-line operations for agentic VLM apps

[ View SDK Docs ]
70+ Endpoints
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REST API

Full agentic VLM API control

[ API Reference ]
No Code Required
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Web App

Aion from your browser

[ Open Dashboard ]

Search That Understands Your Visual Media

9+ neural search axes per file. Agentic AI that refines its own queries. Precision that RAG systems can't reach.

Aion vs. Others

Excelling at fine-grained analysis where others fail

"Images with 3 or more people"

Aion

Model ensemble system extracts object counts per image

Others

Unsearchable: vectors can't count

"Maps of Africa showing iron and cobalt with no lithium"

Aion

Reads legend text, enforces compound inclusion, applies semantic negation

Others

Can't read legend text or enforce feature inclusion/exclusion

"Blueprints showing steel I-beams" (not wooden beams)

Aion

Verifies "steel" describes the I-beams specifically

Others

Sees "steel" and "I-beam" independently, falsely matches wooden beams

"Circuit diagrams labeled 240V"

Aion

Reads text annotations directly, matches on exact labels

Others

240V and 120V diagrams look identical to vectors

9+ Search Axes Per File

An ensemble of specialized models extracts structured knowledge across 9+ dimensions per file, each independently queryable.

VLM DescriptionFeature ExtractionObject DetectionTagsColor AnalysisOCR3+ Visual Embeddings2+ Text Embeddings

Intelligent Organization

No predefined categories, no manual tagging. The system discovers natural groupings that actually reflect what's there.

Emergent CategoriesScale-Adaptive ClusteringOutlier-Aware Placement

Typed Execution Contracts

Every agent declares a typed contract. The runtime validates data flow at compile time and enforces it at execution.

1.
DefineAgents declare typed inputs, outputs, and capabilities
2.
ValidateContracts are checked at compile time, before execution begins
3.
ExecuteData flows through typed slots — mismatches are caught, not silenced
4.
ComposeParallel agents interoperate through shared, immutable contracts

Beyond Images: Full Document & Web Understanding

PDFs, DOCX, TXT, Markdown, and website links: structure-aware parsing, hybrid search, and page-accurate citations across your entire knowledge base

Structure-Aware Parsing

Sections and pages remain navigable after ingestion

Hybrid Document Search

Parallel semantic + keyword retrieval with fused ranking

Cross-Reference Intelligence

Unified ranking across visual, textual, and web content

Web Link Ingestion

Crawl and index websites alongside documents and images

Autonomous Document Analysis

Multi-iteration agent with structure-aware navigation