Every Agent Deserves a Brain.
HatiData is the data layer purpose-built for autonomous AI agents — persistent memory, verifiable reasoning, governed access, through standard SQL.
EXPLAINBUNDLE
One API Call. Full Evidence Chain.
Every artifact carries its complete causal history — which task spawned it, which model decided, what evidence was evaluated, and who approved.
mortgage_review_batch_47
kind: compliance_review
att_8f2a…c901
agent: compliance-scanner-03
claude-sonnet-4-6
routing: cost_optimized
1,847 tokens · $0.008 · 340ms
prompt_hash: sha256:a8f2…
risk_assessment_v2
confidence: 0.94 · validated
Processing latency
Custom state tables
Decision explainability
False-positive escalation
V2 RUNTIME SUBSTRATE
Three Pillars of Governed Autonomy
Control, transparency, and learning — as platform entities, not application features.
Governed Execution
Branch Contracts enforce visibility modes. Review Gates require evidence bundles before release. Every ReleaseDecision is immutable and auditable.
- ✓5 Branch Visibility Modes
- ✓Human Gate Predicates
- ✓Immutable ReleaseDecision
- ✓Lease-Based Ownership
Causal Explainability
Mandatory lineage records every causal dependency as a DAG edge. ExplainBundle reconstructs the full evidence chain for any artifact in one API call.
- ✓Mandatory Lineage Edges
- ✓ExplainBundle API
- ✓Depth-Limited Graph Traversal
- ✓Orphan Artifact Detection
Optimization Substrate
Deterministic Replay re-runs past attempts with new models. Shadow Policies evaluate alternative routing without affecting production. Reward Records close the feedback loop.
- ✓Deterministic Replay
- ✓Shadow Policy Evaluation
- ✓Reward Records
- ✓Confidence Edge Tracking
CUSTOMER STORY
From 42 Tables to Zero Custom Control-Plane
A Series B fintech runs 14 AI agents to process mortgage applications — extracting data, validating compliance, routing to underwriters, and generating decision memos. Before V2, each agent needed its own state table, retry logic, and audit trail. After migrating to HatiData V2, they replaced all of it with platform entities.
3s → 180ms
Document processing latency
42 → 0
Custom state tables eliminated
100%
Decision explainability via ExplainBundle
65% → 22%
False-positive escalation rate
“We were spending 40% of engineering time maintaining state machines and retry logic. V2 gave us that time back — and the lineage graph caught two compliance gaps we didn't know existed.”
— VP Engineering, Series B Fintech
OPERATOR VIEWS
Real-Time Runtime Visibility
SQL-queryable dashboards built on hd_runtime views. No custom monitoring stack required.
ZERO TO AGENT MEMORY
From Zero to Agent Memory in 60 Seconds
# Step 1: Install
# Step 2: Initialize
# Step 3: Connect & Query
No Docker. No signup. No cloud account. Just pip install and go.
APPLICATION PORTFOLIO
What Can You Build?
Six production-ready applications. Each one maps directly to ANDI pillars.
AI Compliance Auditor
Autonomous compliance monitoring with immutable audit trails that regulators trust.
Multi-Agent Research Engine
Multiple AI agents collaborate on research, each with persistent memory and governed data access.
Private Knowledge RAG
Retrieval-augmented generation that never exposes sensitive data outside your VPC.
Automated Data Quality Monitor
AI agents that continuously monitor data quality and explain every anomaly they detect.
Real-Time Cost Optimizer
AI agents that watch your cloud spend and automatically surface optimization opportunities.
Security Sentinel
AI-powered threat detection with explainable reasoning and zero-trust data access.
GET STARTED
Three Paths to ANDI
Developer
pip install hatidata → hati init → connect. Local agent memory in 60 seconds. Free forever.
60 seconds
Try the Playground →Enterprise
Free audit → In-VPC deployment → 14-day comparison. See what your agents cost before you commit.
14-day pilot
Calculate Savings →Strategic
Read the ANDI thesis → Join the Founding 20 → Shape the category with us.
Partnership
Founding 20 Program →COST EFFICIENCY
The Agent Tax Is Real
Legacy warehouses bill 60-second minimums on every micro-query your agents fire.
| Metric | Legacy Warehouses | HatiData |
|---|---|---|
| Billing Granularity | 60-second minimum | Per-second |
| Auto-Suspend | 60 seconds | 5 seconds |
| Compute Markup | ~300% over cloud | Your VPC cost |
| Agent Memory | External vector DB | Built-in (<5ms) |
| Audit Trail | Log files | Hash-chained ledger |
70% average cost reduction
Based on median customer workloads. Per-second billing eliminates the 60-second tax on agent micro-queries.
Calculate your savings →THE ANDI SUBSTRATE
Six Pillars of Agent-Native Infrastructure
Everything an autonomous system needs — through standard SQL.
Works with your stack
Ship Smarter Agents. Start in 60 Seconds.
Persistent memory. Isolated state. Verifiable reasoning. Through standard SQL.