VS AGENT MEMORY PLATFORMS
Memory Is Not Enough.
Agent memory platforms solve recall. HatiData solves the full infrastructure problem — memory, governance, audit, branching, and triggers in one deployment.
5
Infrastructure Primitives
24
Native MCP Tools
In-VPC
Data Sovereignty
WHY DIFFERENT
Infrastructure, Not Just an API
Memory Is Just One Primitive
Agents need more than recall. HatiData provides five infrastructure primitives: persistent memory, chain-of-thought ledger, semantic triggers, state branching, and per-agent governance.
SQL + Semantic in One Query
Combine structured filters (WHERE, JOIN, GROUP BY) with semantic similarity search in a single SQL statement. No ETL pipeline between your data and your vectors.
Governance at the Data Layer
Per-agent ABAC policies, column masking, row-level security, and immutable audit trails. Governance that memory APIs can't retrofit.
Your VPC, Not Theirs
Deploy in your cloud account via PrivateLink. Data never leaves your infrastructure. CMEK encryption with your KMS keys.
FEATURE COMPARISON
Memory Platform vs. Agent Infrastructure
| Feature | Agent Memory Platforms | HatiData |
|---|---|---|
| Architecture | API-based memory service | Full data infrastructure (SQL + memory + governance) |
| Query Interface | Proprietary SDK / REST API | Standard SQL + semantic search in one query |
| Deployment | Multi-tenant SaaS | Single-tenant, deployed in your VPC |
| Audit Trail | Basic API logging | Cryptographic hash-chained Chain-of-Thought Ledger |
| Access Control | API key-based | Per-agent ABAC + column masking + row-level security |
| State Branching | Not available | Copy-on-write speculative execution |
| Semantic Triggers | Not available | Event-driven reactions on meaning, not rules |
| Protocol | Custom SDK | 24 native MCP tools + Postgres wire protocol |
| Compliance | SOC 2 on managed SaaS | SOC 2 + HIPAA + GDPR with in-VPC evidence |
| Data Sovereignty | Vendor-controlled infrastructure | Your VPC, your KMS keys, your audit logs |
Based on publicly available pricing documentation as of February 2026.
BEYOND MEMORY
The Four Primitives Memory Platforms Don’t Have
Chain-of-Thought Ledger
Immutable, hash-chained reasoning traces with 12 step types. Auto-logged on every query. 7-year retention with S3 Object Lock for regulated industries.
State Branching
Agents explore hypotheses in isolated branches without affecting production data. Copy-on-write storage, parallel evaluation, merge the winner.
Semantic Triggers
Fire webhooks, alerts, or agent actions when stored data matches a concept — not a keyword. Two-stage evaluation with HMAC-signed payloads.
Per-Agent Governance
22 API scopes, 6 RBAC roles, 7 ABAC context attributes, 5 column masking strategies. Every agent gets identity-scoped access to exactly what it needs.
ARCHITECTURAL DIFFERENCE
You Can’t Bolt Governance onto a Memory API
Per-agent ABAC, column masking, and row-level security require a SQL engine executing queries inside the customer’s VPC. Immutable audit trails require hash-chained storage with Object Lock retention. State branching requires copy-on-write isolation at the storage layer. These are infrastructure capabilities — not API features you can add to a managed memory service.
Give Your Agents Real Infrastructure
Start with a free local install. When you’re ready, deploy in your VPC with full governance, audit, and compliance.