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Make Unstructured Data
AI-Ready

Meet Instill Core, a source-available full-stack AI solution for tech teams—streamline your data operations and unlock the potential of unstructured data. All with one line of code.

Docker Compose
Helm Chart
$ git clone https://github.com/instill-ai/instill-core
$ cd instill-core
$ make all
Status Quo

Building a basic RAG pipeline is easy, but preprocessing unstructured data and always retrieving highly relevant results, takes effort.

Complex Data Cleaning

80% of enterprise data is unstructured in unusable format and difficult to clean.

Broken or Rigid Data Flow

Data flows for AI can be very complex, requiring rich integrations and and customized automation.

Hallucinations in answers

Stuck with LLMs that produce inaccurate, irrelevant or even fabricated answers.

Struggling to Scale

You're bogged down by infrastructure maintenance work that has little business impact.

Expensive

It's tough to control budgets and get quick results with complex AI systems.

Fragmented Tools

Your data, models, workflows and operations are fragmented across a galaxy of tools.

Solution

The World's First Full-stack AI solution
Making your data RAG-ready out-of-the-box

Make your data AI-ready
Transform Unstructured Data into AI-Ready Augmented Data Catalog

Instill Catalog easily converts documents, images, audio, and video into a unified format. It simplifies data cleaning, reduces errors, automates updates, and ensures your data is RAG-ready for AI applications. With built-in data lineage support, you can track data origins, transformations, and flows, ensuring transparency and maintaining data integrity.

Text
Image
Audio
Video
PDF
JSON
CSV
More
Data transform chart
$ curl -X GET "https://api.instill.tech/v1alpha/namespaces/instill-ai/catalogs/product-knwl/file-catalog?fileId=intro.pdf" \
-H "Authorization: Bearer instill_sk_ncciFtg4..."

# Response
{
  "metadata": {
    "fileUid": "3a473eaf-2ca9-4c9c-b252-f43522bc4e91",
    "fileId": "intro.pdf",
    "fileUploadTime": "2024-08-15T02:18:51.056874Z",
    "fileProcessStatus": "FILE_PROCESS_STATUS_COMPLETED",
    ...
  },
  "text": {
    "pipelineIds": [
      "preset/indexing-split-markdown@v2.0.0",
      "preset/indexing-embed@v1.1.0"
    ],
    "transformedContent": "💾 Instill Artifact orchestrates unstructured data to transform documents, images, audio, and video into Instill Catalog - a unified AI-ready format.",
    "transformedContentChunkNum": 9,
    ...
  },
  "chunks":[
    {
      "uid": "00666d84-9bfe-4c5c-b4ff-4b65faad6d93",
      "startPos": 10,
      "endPos": 433,
      "content": "# 💾 Instill Artifact orchestrates...",
      "embedding": [0.0041343034, -0.024816118,...],
      ...
    },
    ...
  ]
}
API-first & Developer-friendly
Precise Retrieval Grounded in Your Data via Simple APIs

Retrieve relevant results grounded in your data via simple APIs provided by Instill Catalog. Ideal for developers building intelligent search and Q&A services, such as AI assistants, with no deep technical expertise in LLM or RAG required.

Data transform chart
$ curl -X POST "https://api.instill.tech/v1alpha/namespaces/instill-ai/catalogs/product-knwl/chunks/similarity" \
-H "Authorization: Bearer instill_sk_ncciFtg4..." \
-d '{
  "textPrompt": "what is instill core?",
  "topK": 5
}'

# Response
{
  "similarChunks": [
    {
      "chunkUid": "ba30f524-889c-4dc7-82a2-33a8f7be2d47",
      "similarityScore": 0.95,
      "textContent": "Instill Core is a full-stack AI solution to accerlerate AI development...",
      "sourceFile": "core.txt"
    },
    {
      "chunkUid": "757ab6d9-e5b4-482e-8017-5582b578e57a",
      "similarityScore": 0.89,
      "textContent": "Transform unstructured data into Instill catalog to be AI-ready...",
      "sourceFile": "intro.pdf"
    },
    ...
  ]
}
Flexible switching of models across vendors
Switch Models Across Vendors or Run Any Open-source Model to Save Costs

Flexibly use state-of-the-art models across different vendors, or you can run any open-source AI models, automatically scale up and down, ensuring reliable compute resources without manual maintenance. Our high-performance platform serves your AI models with ease. From Setup to Scaling, We've Got Infra Covered.

Data transform chart

Model Vendors

OpenAI logoOpenAI
Anthropic logoAnthropic
Cohere logoCohere
Mistral AI logoMistral AI
Hugging Face logoHugging
Face
More

Instill Model

🌋LLaVa
Meta logoLlama 3
Meta logoLlamacode
More
Unstructured data ETL
Orchestrate pipelines to pre-process and transform data to keep it relevant

Fix broken data flows and improve data quality to your AI applications. Create DAGs of dependencies, connect third-party data sources, AI models, operations, and applications. Automate ETL processes to manage and orchestrate the entire pipeline in a single interface, powering your applications and business efficiently.

GCSGCS
BigQueryBigQuery
GmailGmail
HubSpotHubSpot
Slack logoSlack
Data transform chart
One Platform. Run Anywhere. Zero Hassle.

Forget about gluing different tools together. Our platform integrates seamlessly with your systems, making scaling your AI applications effortless. It streamlines data handling, enhances AI accuracy, continuously optimizes through monitoring, and effectively manages infrastructure. This allows you to expand your AI applications efficiently and cost-effectively. Enjoy native compatibility at every stage for hassle-free maintenance.

Data transform stagesData transform stages
Secure and Enterprise-ready

Meet Security and Operational Requirements to Ship AI Faster

Cloud-native

Fully managed on your choice of public cloud, Bring Your Own Cloud (BYOC), or on-premises.

Instill Cloud logoInstill Cloud
Google Cloud logoGoogle Cloud
Amazon Web Services logoAmazon Web Services
Microsoft Azure logoMicrosoft Azure
On Premises

Security & Privacy

Control your data securely with TLS encryption and strict retention policies.

SOC 2 logoSOC 2
GDPR logoGDPR

Want results like these?

Book a Demo

10X

Faster to develop and ship your AI applications

30%

Capacity boost to break down data and AI team silos

$2M

Saved on R&D budget for more efficient resource use

Use Cases

Transforming Use Cases Across Sectors

Find out how your business can benefit from AI

Customer Support
AI Assistant for Customer Support
AI Customer Assistant provides 24/7 support, automates inquiries, and personalizes recommendations.
AI Assistant
Workflow Automation
AI Document Analysis Assistant
Upload any Document and engage in AI-powered conversations.
AI Assistant
Agriculture
Agricultural Biotechnology AI Image Analyzer
Automatically detect, classify, and analyze visual data with high precision and efficiency.
Computer Vision
Workflow Automation
Healthcare
AI Infection Diagnosis Assistant
Automate data extraction, analysis, and interpretation for medical diagnosis.
AI Assistant
Insurance
Insurance Due Diligence Assistant
Automate due diligence with real-time data aggregation and AI-powered analysis for risk evaluation.
AI Assistant
Workflow Automation
Legal
AI Legal Case Assistant
Revolutionize legal workflow with RAG. Extract, transform, and analyze complex documents into actionable insights, enhancing statutory analysis, identifying errors, and enabling smarter decisions
AI Assistant
Workflow Automation
Explore More
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AI infrastructure for Enterprise