Direct Image Retrieval
Achieve 86% accuracy on the VIDORE benchmark with our ColPali technology—perfect for technical documents with diagrams, charts, and images that require precise understanding without losing critical visual information.
State-of-the-Art Accuracy (ColPali Contrastive Learning)
Unlock deeper relationships between visual elements and text for more accurate retrieval of technical diagrams and documentation.
Unified Text-Image Understanding (Late-Interaction Mechanisms)
Preserve critical visual details in technical documentation that other embedding systems miss by deferring complex modal interactions.
Hamming Distance Optimization
Achieve lightning-fast retrieval with our optimized hamming distance metrics for ColPali embeddings.
# Initialize Morphik client
db = Morphik(
uri="morphik://owner_id:token@api.morphik.ai"
)
# Use ColPali for direct image and text understanding
chunks = await db.retrieve_chunks(
query="Find the table with quarterly revenue data",
use_colpali=True,
k=5,
min_score=0.5
)
# Process the retrieved chunks
for chunk in chunks:
print(f"Found in chunk.filename: chunk.content[0:100]...")
Lightning-Fast Retrieval
Turn your LLM into a domain expert with near-zero latency responses—process your documents once and query them forever without additional token costs or processing delays.
Instant Expert Response (KV Cache Persistence)
Save the model's KV cache after processing large technical documents, then restore it for near-zero latency queries on complex information.
Zero-Latency Queries
Eliminate document processing time and token costs with our intelligent cache management system.
10M+ Context Support
Designed to work with the latest large context window models like Llama 4, Claude 3, and GPT-4.
# Define natural language rules for transformation and extraction
rules = [
NaturalLanguageRule(
name="pii_redaction",
prompt="Redact all personally identifiable information like SSNs, credit card numbers, and addresses"
),
NaturalLanguageRule(
name="metadata_extraction",
prompt="Extract key financial metrics including revenue, expenses, and profit margins"
)
]
# Initialize Morphik client
db = Morphik(uri="morphik://owner_id:token@api.morphik.ai")
# Ingest a directory of files with rules
docs = await db.ingest_directory(
directory="/path/to/invoices/",
pattern="*.pdf",
rules=rules,
recursive=True,
use_colpali=True
)
Intelligent Data Transformation
Automatically extract metadata, redact PII, and transform text using simple natural language instructions—perfect for technical manuals, API documentation, and research papers where standardized formatting and structure enhance searchability.
Intuitive Configuration (Natural Language Rules)
Define document processing rules for technical content in plain English instead of complex code or regex patterns.
Automated Transformations
Automatically transform document content for better searchability and standardization.
Intelligent Metadata Extraction
Automatically extract structured metadata from unstructured documents for enhanced searchability.
Domain-Specific Knowledge Graphs
Build custom knowledge graphs with prompt overrides tailored to your industry—ideal for technical documentation with complex interconnected concepts, where understanding relationships between components, functions, and architectures is critical for accurate information retrieval.
Metadata-Driven Graphs
Transform document metadata into powerful knowledge graphs without complex coding or data engineering.
Natural Language Queries
Query your knowledge graphs with plain English instead of complex graph query languages.
Visual Graph Analytics
Explore and understand your data's interconnections through intuitive visualizations.
Data
Build any AI-powered application
Enterprise-ready infrastructure to build, deploy and scale AI applications across any industry.
Education Platforms
Transform learning experiences with AI-powered educational tools that understand multimodal content.
- Ingest lecture videos, audio recordings, notes, and handwritten materials to generate comprehensive study aids
- Create personalized flashcards, quizzes, and practice tests based on student's learning materials
- Build knowledge graphs connecting concepts across subjects for deeper understanding and retention
Healthcare Applications
Enhance patient care with AI systems that process and understand complex medical data.
- Ingest patient reports, medical imaging, lab results, and clinical notes into unified patient profiles
- Build comprehensive knowledge graphs for individual patients with ColPali vision understanding
- Enable natural language interfaces for physicians to query patient history and treatment options
Legal Research & Compliance
Revolutionize legal work with AI that understands complex documentation and regulatory frameworks.
- Process case law, contracts, and regulatory documents with precise citation tracking
- Extract key provisions, obligations, and precedents with zero hallucination risk
- Create compliance knowledge graphs linking regulations to internal policies and procedures
Financial Intelligence
Transform financial operations with AI that processes structured and unstructured financial data.
- Analyze financial statements, market reports, and news in a unified intelligence system
- Extract trends and insights from earnings calls, SEC filings, and proprietary data
- Build knowledge graphs connecting financial entities, transactions, and market events