Product · Market Intelligence

Market Swarm. Market intelligence that generates itself.

A swarm of AI agents that extracts market data, analyzes competition, sizes opportunities, and delivers a complete strategy — in minutes, not weeks.

Request demo · 30 min How it works

BSL 1 · Claude API · Multi-tenant · Deployed

market-swarm · capabilities
Status Deployed
Tenancy Multi-tenant
Interop MCP
coverage Market research, regulatory change, competitor movement, trend detection
verification An agentic red team challenges every source on quality and authority
delivery Daily report, push notification and WhatsApp
interop MCP hooks — consumable app-to-app, and by Tendero and Vetty
Deployed
in production Multi-tenant platform
MCP
server and client Consumable app-to-app
2
internal products consume it Tendero and Vetty, over MCP
Daily
delivery cadence Report, push notification and WhatsApp

01 / What is Market Swarm

The deliverable is generated by the agents, not the team.

Market Swarm is a set of AI agents that work in parallel to produce actionable market intelligence. It is not a chatbot. It is a chain of specialized agents that extract primary data from regulatory and industry sources, cross-reference sources, calculate TAMs, and generate a complete deliverable — without human research intervention.

In sectors with high public data density — financial services, fintech, banking, regulation — the swarm can produce a complete strategic brief with competitive analysis, global benchmarks, and market sizing by channel. The product demonstrates the product.

A strategic brief generated by the swarm includes market shares, TAM by channel, global benchmarks, and a roadmap with ROI assumptions — all with cited sources.

Furio Labs · Market Swarm · typical output

1
CLI Aggregator Production

Agent-based news and market signal aggregator. Runs on local SQLite with bounded storage; resets per discovery cycle.

2
Market Swarm (agent network) Production

A set of specialised agents: Regulatory Intelligence, Competitive Scanner, Market Research, Trend Detection and a red team that audits the sources. Licensed BSL 1.

3
Mobile App (Android / iOS) Beta

Allows connecting the LLM API key and viewing the signal feed. Pending store approval.

4
Notifications Production

Daily report, push notification and WhatsApp. The same output is consumable by other applications over MCP.

5
Admin Dashboard Roadmap

Agents are currently updated via CLI or by editing files directly. The dashboard is on the roadmap.

02 / How it works

Four agents. One complete deliverable.

01 · Ingestion

Primary sources

Sector regulators, official supervision records, industry sources, public web. Agents extract data in real time — not static knowledge bases.

02 · Analysis

Parallel swarm

Each agent solves one piece — market share, TAM by channel, global benchmarks — in parallel. No sequential bottleneck.

03 · Synthesis

Actionable strategy

Agents cross their findings, calculate opportunities, prioritize moves, and generate recommendations with explicit sources.

04 · Delivery

Ready-to-use deck

A complete document generated directly by the swarm. The Deck Generator replicates visual templates from Claude Design MCP.

03 / Agents in production

What each agent resolves today.

Agent network · Multi-tenant · Exposed over MCP

AgentPrimary sourcesStatus
Regulatory Intelligence Tracks regulatory change across the markets and segments you cover.
Sector supervisorsOfficial industry registries
Production
Competitive Scanner Maps competitor movement by product, channel and player.
Competitor sites and reportsPublic regulatory dataTrade press
Production
Market Research Market research: structure, segments and sizing.
Socioeconomic dataIndustry volume metricsGlobal benchmarks
Production
Trend Detection Detects emerging trends before they become consensus.
Aggregated market signalsIndustry sourcesPublic web
Production
Red Team Challenges every source on quality and authority before a finding ships.
Output of the other agentsSource-authority criteria
Production

04 / What it produces

A strategic brief. Generated by the agents.

Market Swarm produces full strategic reviews with no manual research — among them, for a LATAM financial services company. The agents pull from sector supervisors and industry registries, map the competitive landscape, size the market by channel and prioritise the moves.

The deliverable: a brief covering digital banking and embedded finance, global distribution benchmarks, sizing by segment and a phased roadmap. Client figures are withheld under confidentiality.

1
Channel gaps. Where a player is under-represented relative to the channels where new acquisition concentrates.
2
Distribution models. Which models have proven viable at scale in comparable markets.
3
The wedge segment. Which segment offers the best balance of conversion, average ticket and volume.
4
Installed-base levers. What share of the base has adopted more than one product, and which cross-sell is viable on it.
/ Swarm output · brief structure
Market sizing · share by player and channel
Competitive landscape · players, channels and segments
Addressable market by channel · embedded / wallet / branch / API-first
Global distribution benchmarks
Phased roadmap · near, mid and long term
Agent appendix · model, sources and verification criteria

05 / Current status and roadmap

Honest about where we are today.

In production
Regulatory Intelligence Tracks regulatory change across the markets and segments covered.
Competitive Scanner Maps competitor movement by product, channel and player.
Market Research Market structure, segments and sizing.
Trend Detection Detects emerging trends before they become consensus.
Red Team Challenges every source on quality and authority before a finding ships.
CLI Aggregator News and signals. Local SQLite.
Delivery Daily report, push notification and WhatsApp.
MCP interop Consumable app-to-app; Tendero and Vetty consume it today.
Model provider Claude API.
In development
Improved deck generator Replicate templates from MCP Claude Design with higher fidelity.
Mobile app (iOS · Android) Pending store approval. Currently connects API key and displays the feed.
Production Newsfeeder News agent with persistence and quality metrics.
Next steps
Admin dashboard Today agents are updated via CLI or direct file editing.
Public API Expose the swarm for integration with client internal systems.
More model providers The portfolio runs on the Claude API today.
Real persistence Migrate from local SQLite to a store with production persistence.
Additional channels Email and Telegram. Production delivery today is a daily report, push notification and WhatsApp.

Does your organization need market intelligence that updates itself?

Thirty minutes. We show you the swarm in action with your industry data — not a generic demo. If there's no clear use case, we'll tell you that too.

Request demo · 30 min hello@furiolabs.com
/ Details
Duration 30 minutes · no commitment
Response Within 24 hours
Format Live demo with real data
Cities Santiago · Bogotá · CDMX · Miami