🔒 Dahlia Deck

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Dahlia

We are an AI governance and reliability platform.
We monitor real-time, report, and intervene when AI breaks your policies.

Every AI agent your organization deploys is a liability without guardrails. Dahlia watches what your agents do and stops them before they cause harm.

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The Problem

AI agents are being deployed faster than enterprises can govern them

⚠️

No Guardrails

Autonomous agents access sensitive data, make API calls, and take actions with no real-time oversight. A single rogue action can leak PII, violate regulations, or cause financial damage.

👁️

Zero Visibility

Enterprises have no centralized view of what their AI agents are doing. Audit logs are fragmented, compliance gaps go undetected, and incidents are discovered after the fact.

📈

Scaling Risk

As organizations deploy dozens of agents across departments, manual review becomes impossible. Every new agent multiplies the compliance surface area exponentially.

72%
of enterprises plan to deploy
AI agents by 2027
$4.2M
average cost of a
data breach (IBM 2025)
0
purpose-built tools for
real-time agent governance
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The Solution

A policy enforcement layer that sits between
your AI agents and the actions they take

Core Engine

Hybrid Policy Evaluation

Every agent action is evaluated in real-time through rule-based pattern matching (regex, keywords, thresholds) combined with LLM-powered semantic analysis. Strictest decision wins: BLOCK, FLAG, or ALLOW.

Observability

Full Audit Trail

Every action, decision, and policy violation is logged with 90-day retention. Compliance scorecards, trend analysis, and exportable audit logs for regulatory reporting.

Automation

Self-Improving Agents

Four autonomous agent sets continuously monitor health, score compliance, analyze performance, refine policies, and generate reports. Multi-set feedback loops drive continuous improvement.

Integration

Drop-in API

5 REST endpoints let any AI agent register, send heartbeats, submit actions for evaluation, fetch applicable policies, and check compliance status. Works with any agent framework.

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Business Model

Monetization options under exploration

Option A

Usage-Based SaaS

Per evaluation
  • Pay per action evaluation
  • Free tier for small teams
  • Tiered pricing as usage scales
  • Low barrier to entry
  • Revenue grows with adoption
Option B

Platform Subscription

Monthly / annual
  • Seat-based or flat-rate tiers
  • Predictable recurring revenue
  • Bundled agent monitoring
  • Slack + webhook integrations
  • RBAC + audit log access
  • Red team testing suite
  • Enterprise SLA options
Option C

Enterprise Licensing

Custom contracts
  • On-prem / VPC deployment
  • Custom policy templates
  • Dedicated LLM evaluation model
  • SOC 2 / HIPAA compliance packs
  • White-label option
  • Priority support + SLA
  • Revenue share partnerships

Pricing model will be validated through early customer pilots. Open to investor and advisor input on go-to-market strategy.

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What We've Built

Production-ready MVP

Policy Enforcement Engine

Real-time action evaluation API — agents submit actions, get BLOCK/FLAG/ALLOW decisions in <200ms
Hybrid evaluation — rule-based (regex, keyword, threshold) + Gemini-powered semantic analysis
Circuit breaker pattern — graceful fallback to rules-only when LLM is unavailable
ReDoS-safe regex — pattern validation prevents denial-of-service via malicious rules
RBAC — admin, operator, viewer roles with granular permissions

Agent Integration API (Set 4)

5 endpoints — register, heartbeat, submit actions, get policies, check status
Rate limiting — 60 req/min per scope with retry headers

Autonomous Monitoring (14 agents)

Set 1: Compliance scorer, health monitor, policy evaluator, frontend checker, report generator
Set 2: Performance analyzer, config optimizer, policy refiner, QA auditor
Set 3: Design agent, QA agent, dependency auditor (improvement proposals)
Red Team: 20 adversarial probes testing enforcement against evasion attacks

Dashboard & Integrations

Web dashboard — agents, runs, audit log, policies, compliance scorecard, trend analytics
Slack integration — violation alerts routed to #audit-log + #red-alert channels
Webhook support — configurable notifications for policy violations
AWS Lambda DynamoDB Gemini React SNS/SQS TypeScript
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Roadmap

Where we're headed

Q2 2026

Foundation

  • Launch public beta
  • First 10 enterprise pilots
  • SOC 2 Type I certification
  • Policy template marketplace
  • Multi-tenant isolation
Q3-Q4 2026

Scale

  • Custom LLM model fine-tuning
  • Agent behavior analytics
  • Automated policy generation
  • HIPAA & GDPR compliance packs
  • SDK for Python, Node, Go
2027

Platform

  • On-prem / VPC deployment
  • Multi-cloud support (Azure, GCP)
  • Agent-to-agent governance
  • Insurance risk scoring API
  • Industry vertical solutions

Let's talk

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