AI Vendor Directory

246 vendors evaluated with INPACT & GOALS across the 7-Layer Trust Architecture

Layer 1: Multi-Modal Storage

Amazon DocumentDB
Document Store
 Amazon Neptune
Graph Database
 Amazon Redshift
Data Warehouse
 Apache AGE
Graph Database
 Apache Cassandra
Wide-Column DB
 Apache CouchDB
Document Store
 Apache Deequ
Data Quality
 Apache Druid
Data Warehouse
 Apache Hudi
Lakehouse Format
 Apache Iceberg
Lakehouse Format
 Apache Ignite
Cache
 Apache Pinot
Data Warehouse
 Apache Spark
Distributed Processing
 Apache TinkerPop
Graph Framework
 ArangoDB
Graph Database
 AWS Aurora
RDBMS
 AWS DynamoDB
Document Store
 AWS ElastiCache
Cache
 AWS MemoryDB for Redis
Cache
 AWS RDS for PostgreSQL
RDBMS
 AWS S3
Object Storage
 Azure AI Search
Vector Database
 Azure Blob Storage
Object Storage
 Azure Cosmos DB
Document Store
 Azure Database for PostgreSQL
RDBMS
 Azure SQL Database Hyperscale
RDBMS
 Bigeye
Data Quality
 Chroma
Vector Database
 ClickHouse
Data Warehouse
 CockroachDB
RDBMS
 Couchbase Capella
Document Store
 Databricks
Lakehouse Platform
 Delta Lake
Lakehouse Format
 DragonflyDB
Cache
 DuckDB
Embedded OLAP
 Feast
Feature Store
 Firebolt
Data Warehouse
 Garage
Object Storage
 GCP Cloud SQL
RDBMS
 GCP Cloud Storage
Object Storage
 Google BigQuery
Data Warehouse
 Great Expectations
Data Quality
 Hazelcast
Cache
 InfluxDB Cloud
Time-Series DB
 InfluxDB OSS
Time-Series DB
 JanusGraph
Graph Database
 Kubeflow
ML Platform
 LanceDB
Vector Database
 MariaDB
RDBMS
 Memcached
Cache
 Metaplane
Data Quality
 Milvus
Vector Database
 MinIO
Object Storage
 MLflow
Model Registry
 MongoDB
Document Store
 MongoDB Atlas
Document Store
 Monte Carlo
Data Quality
 MySQL
RDBMS
 Neo4j Community Edition
Graph Database
 Neo4j Enterprise
Graph Database
 Neon
RDBMS
 Neptune.ai
ML Tracking
 OpenSearch
Vector Database
 pgvector
Vector Extension
 Pinecone
Vector Database
 PostgreSQL
RDBMS
 Qdrant
Vector Database
 Redis
Cache
 SeaweedFS
Object Storage
 Snowflake
Data Warehouse
 Soda
Data Quality
 StarRocks
Data Warehouse
 Supabase
RDBMS
 Tecton
Feature Store
 TigerGraph
Graph Database
 TimescaleDB
Time-Series DB
 Trino
Federated Query
 Valkey
Cache
 Vespa
Vector Database
 Weaviate
Vector Database
 Weights & Biases
Model Registry
 YugabyteDB
RDBMS

Layer 2: Real-Time Data Fabric

Airbyte
ETL Platform
 Apache Beam
Stream Processing
 Apache Flink
Stream Processing
 Apache Kafka (Self-hosted)
Streaming
 Apache NiFi
Data Integration
 Apache Pulsar
Streaming
 AWS DMS
Migration Service
 AWS Kinesis
Streaming
 Azure Event Hubs
Streaming
 Confluent Cloud
Streaming
 Debezium
CDC Engine
 dlt (data load tool)
ETL Platform
 Fivetran
CDC / ELT
 Google Cloud Pub/Sub
Streaming
 Oracle GoldenGate
CDC
 Redpanda
Streaming
 RisingWave
Stream Processing
 Talend
Data Integration

Layer 3: Unified Semantic Layer

Alation
Data Catalog
 Amundsen
Data Catalog
 Apache Atlas
Data Catalog
 Apache Calcite
Query Engine
 Atlan
Data Catalog
 AtScale
Semantic Layer
 AWS Entity Resolution
Entity Resolution
 Collibra
Data Catalog
 Cube
Semantic Layer
 Databricks AI/BI Genie
NL-to-SQL
 DataHub
Data Catalog
 dbt Cloud
Transformation
 dbt Core
Transformation
 LookML / Looker
Semantic Layer
 Marquez
Data Lineage
 MetricFlow
Semantic Layer
 Ontotext GraphDB
Knowledge Graph
 OpenLineage
Data Lineage
 OpenMetadata
Data Catalog
 Protege
Ontology Editor
 Senzing
Entity Resolution
 Splink
Entity Resolution
 SQLMesh
Transformation
 Stardog
Knowledge Graph
 Tamr
Entity Resolution
 ThoughtSpot
Search Analytics
 TopBraid
Ontology Governance
 Vanna.AI
NL-to-SQL
 Zingg
Entity Resolution

Layer 4: Intelligent Retrieval

Anthropic Claude
LLM Provider
 AWS Bedrock
LLM Provider
 Azure OpenAI Service
LLM Provider
 BentoML
ML Serving
 Canopy
RAG Framework
 Cohere Embed-v3
Embedding Model
 Cohere Rerank
Reranker
 DeepEval
LLM Evaluation
 DeepSeek
LLM Provider
 Docling
Document Processing
 DSPy
RAG Framework
 Google Vertex AI
LLM Provider
 GPT-4o
LLM Model
 GPTCache
Semantic Cache
 Guidance
Structured Output
 Haystack
RAG Framework
 Instructor
Structured Output
 Jina Rerank
Reranker
 KServe
ML Serving
 LangChain
RAG Framework
 Letta
Agent Memory
 LiteLLM
LLM Provider
 Llama 3.1 70B
Self-hosted LLM
 llama.cpp
LLM Inference
 LlamaIndex
RAG Framework
 Marker
Document Processing
 Mem0
Agent Memory
 Mistral AI
LLM Provider
 Momento
Serverless Cache
 Ollama
LLM Inference
 OpenAI (GPT-4)
LLM Provider
 OpenAI Embed-3-Large
Embedding Model
 OpenAI Embed-3-Small
Embedding Model
 Outlines
Structured Output
 Qwen (Alibaba)
LLM Provider
 RAGAS
RAG Evaluation
 Redis Stack
Semantic Cache
 SGLang
LLM Inference
 Text Generation Inference (TGI)
LLM Inference
 TruLens
Evaluation & Tracking
 Unstructured.io
Document Processing
 vLLM
LLM Inference
 Zep
Agent Memory

Layer 5: Agent-Aware Governance

1Password
Secrets Mgmt
 Auth0
Identity/ABAC
 AWS CloudWatch
Audit Logging
 AWS IAM
Access Control
 AWS Secrets Manager
Secrets Mgmt
 AWS Verified Permissions
Policy Engine
 Azure AD (Entra)
Identity/ABAC
 Azure Key Vault
Secrets Mgmt
 Azure Monitor
Audit Logging
 Cerbos
Policy Engine
 Garak
LLM Security
 HashiCorp Vault
Secrets Mgmt
 HCP Vault
Secrets Mgmt
 Keycloak
Identity/ABAC
 Kyverno
Policy Engine
 NVIDIA NeMo Guardrails
LLM Guardrails
 Open Policy Agent
Policy Engine
 OpenBao
Secrets Mgmt
 OpenFGA
Authorization
 Ory (Hydra + Kratos)
Identity/ABAC
 SpiceDB
Authorization
 Splunk
SIEM/Audit
 Styra / Styra DAS
OPA Management

Layer 6: Observability & Feedback

Arize Phoenix
LLM Observability
 AWS X-Ray
Distributed Tracing
 Datadog
APM Platform
 Dynatrace
APM
 Evidently AI
ML Monitoring
 Flagsmith
Feature Flags
 Grafana
Monitoring
 Grafana Pyroscope
Profiling
 GrowthBook
Experimentation
 Helicone
LLM Observability
 Jaeger
Distributed Tracing
 Kubecost
Cost Monitoring
 Langfuse
LLM Observability
 LangSmith
LLM Observability
 LaunchDarkly
Feature Flags
 Lunary
LLM Observability
 New Relic
APM
 OpenCost
Cost Monitoring
 OpenFeature
Feature Flags
 OpenTelemetry
Tracing Standard
 Optimizely
Experimentation
 Prometheus
Monitoring
 Promptfoo
LLM Evaluation
 PromptLayer
Prompt Analytics
 SigNoz
APM
 Unleash
Feature Flags
 VictoriaMetrics
Monitoring
 Weights & Biases Experiments
ML Experiment Tracking

Layer 7: Multi-Agent Orchestration

AG2 (formerly AutoGen 2.x)
Multi-Agent
 Agno
Agent Orchestration
 Apache Airflow
Workflow Orchestration
 Apache APISIX
API Gateway
 Apigee
API Gateway
 Argilla
HITL Platform
 Argo Workflows
Workflow Orchestration
 AutoGen
Multi-Agent
 AWS API Gateway
API Gateway
 Azure API Management
API Gateway
 CrewAI
Multi-Agent
 Dagster
Workflow Orchestration
 Envoy
API Gateway
 Humanloop
HITL Platform
 Kong
API Gateway
 Labelbox
HITL Platform
 LangGraph
Agent Orchestration
 Prefect
Workflow Orchestration
 Pydantic AI
Agent Orchestration
 smolagents (Hugging Face)
Multi-Agent
 Tekton
Workflow Orchestration
 Temporal
Workflow Orchestration
 Traefik
API Gateway
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