AI Vendor Directory

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

Layer 1: Multi-Modal Storage

Milvus
Vector Database
 Chroma
Vector Database
 MongoDB Atlas
Document Store
 Azure Cosmos DB
Document Store
 Couchbase
Document Store
 Other / Not Listed
Generic
 Azure AI Search
Vector Database
 Pinecone
Vector Database
 Amazon DocumentDB
Document Store
 Azure SQL Database Hyperscale
RDBMS
 TigerGraph
Graph Database
 ArangoDB
Graph Database
 Apache TinkerPop
Graph Framework
 MLflow
Model Registry
 Amazon Neptune
Graph Database
 Weights & Biases
Model Registry
 Neptune.ai
ML Tracking
 Kubeflow
ML Platform
 Tecton
Feature Store
 Azure Blob Storage
Object Storage
 InfluxDB Cloud
Time-Series DB
 Databricks
Lakehouse Platform
 None / Not Applicable
Generic
 Weaviate
Vector Database
 pgvector
Vector Extension
 Snowflake
Data Warehouse
 Google BigQuery
Data Warehouse
 Amazon Redshift
Data Warehouse
 Neo4j Enterprise
Graph Database
 AWS MemoryDB for Redis
Cache
 Memcached
Cache
 Monte Carlo
Data Quality
 Great Expectations
Data Quality
 Soda
Data Quality
 Bigeye
Data Quality
 Metaplane
Data Quality
 Apache Deequ
Data Quality
 Apache Spark
Distributed Processing

Layer 2: Real-Time Data Fabric

Apache Kafka (Self-hosted)
Streaming
 Redpanda
Streaming
 Apache Flink
Stream Processing
 Airbyte
ETL Platform
 Talend
Data Integration
 Oracle GoldenGate
CDC
 AWS Kinesis
Streaming
 Azure Event Hubs
Streaming
 Debezium
CDC Engine
 AWS DMS
Migration Service
 Other / Not Listed
Generic
 None / Not Applicable
Generic
 Fivetran
CDC / ELT
 Confluent Cloud
Streaming
 Apache Pulsar
Streaming
 Google Cloud Pub/Sub
Streaming

Layer 3: Unified Semantic Layer

Splink
Entity Resolution
 AWS Entity Resolution
Entity Resolution
 Tamr
Entity Resolution
 Senzing
Entity Resolution
 Zingg
Entity Resolution
 Apache Atlas
Data Catalog
 DataHub
Data Catalog
 Alation
Data Catalog
 LookML / Looker
Semantic Layer
 AtScale
Semantic Layer
 dbt Cloud
Transformation
 Collibra
Data Catalog
 Atlan
Data Catalog
 Cube
Semantic Layer
 Protege
Ontology Editor
 TopBraid
Ontology Governance
 Stardog
Knowledge Graph
 ThoughtSpot
Search Analytics
 Other / Not Listed
Generic
 Databricks AI/BI Genie
NL-to-SQL
 None / Not Applicable
Generic
 Vanna.AI
NL-to-SQL

Layer 4: Intelligent Retrieval

Anthropic Claude
LLM Provider
 OpenAI Embed-3-Large
Embedding Model
 OpenAI Embed-3-Small
Embedding Model
 Cohere Rerank
Reranker
 Redis Stack
Semantic Cache
 OpenAI (GPT-4)
LLM Provider
 Google Vertex AI
LLM Provider
 AWS Bedrock
LLM Provider
 Azure OpenAI Service
LLM Provider
 Llama 3.1 70B
Self-hosted LLM
 GPT-4o
LLM Model
 Cohere Embed-v3
Embedding Model
 Jina Rerank
Reranker
 GPTCache
Semantic Cache
 Momento
Serverless Cache
 LlamaIndex
RAG Framework
 LangChain
RAG Framework
 Haystack
RAG Framework
 Canopy
RAG Framework
 None / Not Applicable
Generic
 RAGAS
RAG Evaluation
 Other / Not Listed
Generic
 DeepEval
LLM Evaluation
 TruLens
Evaluation & Tracking

Layer 5: Agent-Aware Governance

Splunk
SIEM/Audit
 Other / Not Listed
Generic
 AWS Secrets Manager
Secrets Mgmt
 1Password
Secrets Mgmt
 None / Not Applicable
Generic
 AWS CloudWatch
Audit Logging
 Open Policy Agent
Policy Engine
 Azure Monitor
Audit Logging
 AWS IAM
Access Control
 Azure AD (Entra)
Identity/ABAC
 Styra / Styra DAS
OPA Management
 AWS Verified Permissions
Policy Engine
 HashiCorp Vault
Secrets Mgmt
 Azure Key Vault
Secrets Mgmt

Layer 6: Observability & Feedback

Helicone
LLM Observability
 New Relic
APM
 LangSmith
LLM Observability
 OpenTelemetry
Tracing Standard
 Dynatrace
APM
 Evidently AI
ML Monitoring
 AWS X-Ray
Distributed Tracing
 None / Not Applicable
Generic
 Arize Phoenix
LLM Observability
 Langfuse
LLM Observability
 Other / Not Listed
Generic
 Prometheus
Monitoring
 Grafana
Monitoring
 Datadog
APM Platform
 LaunchDarkly
Feature Flags
 Optimizely
Experimentation
 PromptLayer
Prompt Analytics
 Weights & Biases Experiments
ML Experiment Tracking
 Lunary
LLM Observability

Layer 7: Multi-Agent Orchestration

Apigee
API Gateway
 Kong
API Gateway
 AWS API Gateway
API Gateway
 Temporal
Workflow Orchestration
 Apache Airflow
Workflow Orchestration
 CrewAI
Multi-Agent
 None / Not Applicable
Generic
 Agno
Agent Orchestration
 LangGraph
Agent Orchestration
 Other / Not Listed
Generic
 AutoGen
Multi-Agent
 Azure API Management
API Gateway
 Argilla
HITL Platform
 Humanloop
HITL Platform
 Labelbox
HITL Platform
Open Interactive Stack Builder →