MSR RESEARCH

Conversational-first · Policy-aware · Continuously scored

AI-Native Organizations.Real-World Outcomes.

MSR Research builds autonomous, policy-aware AI systems that help organizations secure funding, govern responsibly, and launch intelligent software — powered by our Agent-Native Organization (ANO) infrastructure.

🏛️CivicGrants AI🥗SaladBar Software

The Old Software Model Is Breaking

Most organizations bolt AI onto existing workflows — a chatbot here, an automation there. The result is fragmented tools, inconsistent quality, and zero accountability. AI should be the organization, not an add-on.

Fragmented Tools

Dozens of SaaS subscriptions that don't talk to each other. No shared context, no coordination.

No Quality Control

AI outputs ship without review. No adversarial challenge, no scoring, no audit trail.

No Accountability

When something goes wrong, there's no immutable log of who decided what and why.

The MSR Approach

Built as an AI-Native Organization

MSR Research doesn't use AI tools — we are an AI-native organization. 34 specialized agents operate as team members under human oversight, with contracts, handoff rules, and progressive trust that is measured daily.

34 Specialized Agents

Organized into 6 teams — development, grants, editorial, product, executive, and coordination.

Supervised Autonomy

Every agent earns trust through performance. Scored daily across 5 dimensions.

Policy-Aware

Governance controls, compliance automation, and audit-ready decision logs built into every workflow.

Immutable Audit

All agent decisions logged with before/after diffs. Know exactly who did what and why.

Proof in Production

These aren't demos or prototypes. These are production systems serving real users today.

CivicGrantsAI

Municipal grant intelligence powered by 8 specialized agents. Research, eligibility analysis, budget creation, and compliance — all coordinated through the ANO framework.

Explore CivicGrantsAI

Intelligence Subscriptions

Research tunnels scan domains, extract signals, run adversarial review (Curmudgeon), and enforce a publishing gate before anything reaches subscribers.

View Intelligence Products

AI Policy Platform

Policy frameworks and governance tools for municipalities navigating AI adoption. Tier-gated coaching from Sage, our AI Policy Advisor agent.

Explore AI Policy
Conversational-First

Just Ask the Agent

The primary front door to MSR systems is conversation, not dashboards. Ask an agent a question, get an answer grounded in real data, audited and scored.

  • Telegram bots for Sage (AI Policy) and Lumen (troubleshooting)
  • Inter-agent messaging routes directives to any of 34 agents
  • Concierge chat on subscriptions portal for product guidance
Q
"What grants is our city eligible for this quarter?"
Based on your profile, I've identified 12 matching opportunities. Aster flagged 3 as high-priority with deadlines in the next 30 days. Terra has verified eligibility for all three. Want me to start a proposal draft?

Enterprise-Grade Quality Control

Every piece of output passes through a multi-stage pipeline before it reaches anyone.

Research Tunnels

Domain-specific scraping, extraction, and embedding pipelines

Curmudgeon Review

Adversarial analysis that challenges assumptions and flags gaps

Publishing Gate

Quality scoring with configurable thresholds — nothing ships unchecked

Agent Scoring

5-dimension autonomous scoring — trust, scope, independence, collaboration, governance

Agent-Native Organization

Powered by the ANO Foundation

34 agents organized into 6 specialized teams. Each agent earns autonomy through measured performance, not blind permission.

Measured Autonomy

Every agent earns its autonomy through performance

30%
Trust
20%
Scope
20%
Independence
15%
Collaboration
15%
Governance

Scored daily across 5 dimensions. Grounded in Bessemer, Knight Institute, and Microsoft research.

Platform Engineering

11 agents building and maintaining production platforms

PixelByteSchemaForgeQuest+6 more

Municipal Intelligence

8 agents powering CivicGrants AI research and writing

AsterNovaTerraSolEcho+3 more

Orchestration & Oversight

2 agents orchestrating work and monitoring the ecosystem

HelioHorizon

Who We Serve

MSR Research serves organizations that need AI systems they can trust, audit, and scale.

Municipalities

Grant discovery, compliance automation, and AI governance frameworks for local governments.

Education Leaders

Competitive intelligence on K-12 AI adoption, district patterns, and vendor landscape.

Technology Executives

Daily technology intelligence across 50+ categories — breakthroughs, not noise.

Recent Features

Latest PRD completions

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See What AI-Native Looks Like

Explore MSR Research's production systems, meet the 34-agent workforce, or schedule a conversation about what an AI-native organization could do for you.

Founded 1983 · 34 AI agents · Production systems live today