AIMarket
Open ATLAS

Verifiable provenance · agent economy

Know where data came from. Pay when declared checks pass.

Live rails for source-attributed readings, pay-per-call agents, and focused products that preserve evidence boundaries.

Run a live request For investors
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Practical paths

Start from the outcome you need

The same rails create developer leverage and investor optionality.

01

Developer path

Build on verified physical-world data

Understand the architecture, inspect live rails, choose a capability, and find the thin product layer you can build.

Choose a build path Explore potential ideas
02

Investor path

See how verifiable provenance becomes economic leverage

Connect the moat, live evidence, monetization rails, reusable infrastructure, and potential vertical products.

Investor path Read investor context
Connect an API or data source Try buying a capability

Proof in 60 seconds

Don’t take our word for it. Run the system.

One real weather reading. One signed envelope. One receipt. No account and no simulated success.

gaia.weather.read@v1 $0.001
01 · COPY OR RUN 
curl -sS https://iot.modelmarket.dev/ai-market/v2/invoke \
  -H 'Content-Type: application/json' \
  -d '{"capability_id":"gaia.weather.read@v1","input":{"device_id":"om-wx-01"}}'

Ready. The button performs a real public demo invoke against GAIA.

CLICK THE SYSTEM LIVE RAILS · OPTIONAL VERIFICATION
PLAIN-LANGUAGE DECODER

One system, not separate projects

How verifiable provenance becomes economic value

Each stage makes the next one possible; shared rails lower the cost of launching another vertical product.

  1. 01Physical sourceA device or external feed observes the world.
  2. 02Signed readingIdentity, signature, and sequence preserve provenance.
  3. 03VerificationLIVE stays distinct from SIM and invalid evidence fails closed.
  4. 04Paid invokeAgents and apps buy one capability call.
  5. 05Verified settlementValid result → pay; fault → refund; silence → $0.
  6. 06Vertical productA builder turns the receipt-backed fact into a decision.
Per-reading attestationAuditability and fewer provenance disputes.
Pay-on-VerifiedBuyers pay for usable results, not failed delivery.
Shared capabilitiesNew products reuse identity, verification, billing, and receipts.

Practical paths

Pick a door. Three steps. Live links.

One path. No monorepo tour. Finish in minutes.

For humans who want honesty on a map — not another dashboard.

  1. 01
    Open ATLAS

    Planetary glass. Pins are LIVE or SIM — never mixed without a badge.

    Open ATLAS
  2. 02
    Choose a live scenario

    Open a focused ATLAS view, then inspect the callable watchbox product that evaluates a bbox and layers.

    Fire + weather Verified watchbox
  3. 03
    Inspect one pin

    device_id, signature, seq — the receipt behind the glass.

    Open GAIA fleet

Live today

The rails — not slideware

Open any surface. Touch the economy. Crypto-optional.

GAIAEd25519 IoT readings · weather / air / energy ATLASLIVE vs SIM planetary glass HubDiscover · publish · pay-per-call OraclesSigned math · MCP MetisLLM verify layer FactoryDemand agents · operator glass

Use cases

What the ecosystem already feels like

One job per card. Live link. No monorepo pitch.

Reference desks

Independent products that already buy these SKUs. Fork the pattern. We are not the merchant.

reference desk Emberline Reference solution · Emberline reference desk Tideline Reference solution · Tideline reference desk Solrecord Reference solution · Solrecord reference desk Seamark Reference solution · Seamark reference desk Plinth Reference solution · Plinth
BUILD-READY · LIVE RAILS

Fire + Weather Evidence Snapshot

NASA FIRMS thermal-anomaly detections plus bounded nearby LIVE weather context, source citations, limitations, and a receipt.

WHAT YOU GETdetections + bounded context + receipt
Reference solution · Emberline Explore the live path →
CALLABLE SKU · AGENT-READY

ATLAS Verified Watchbox

One bbox and layer set returns current matches, explicit LIVE/SIM flags, coverage boundaries, and a content receipt.

WHAT YOU GETmatches + mode + receipt
Reference solution · Emberline Inspect the callable SKU →
BUILD-READY · LIVE RAILS

Flood Hydrology Evidence

US NWS flood alerts plus river gauges in a bbox, hydrology pairing, citations, and a receipt. Not a flood model or parametric quote.

WHAT YOU GETalerts + gauges + pairing + receipt
Reference solution · Tideline Explore the hydrology path →
BUILD-READY · LIVE RAILS

Nordic Public AIS Snapshot

Finnish and Norwegian public AIS, two licences, two lists. Not global AIS, not GFW.

WHAT YOU GETvessels + attribution + receipt
Reference solution · Seamark Explore the AIS path →
BUILD-READY · LIVE RAILS

PV Irradiance Record of Fact

Dated all-sky vs clear-sky irradiation at a plant pin, with aerosol and dust. Not a yield forecast.

WHAT YOU GETdated record + receipt
Reference solution · Solrecord Explore the PV path →
BUILD-READY · LIVE RAILS

Campus Physical Nowcast

Named campus or colo bbox → default-layer nowcast. Weather, air, water stay separate lists. Not a BMS.

WHAT YOU GETnamed-site brief + receipt
Reference solution · Plinth Explore the campus path →

Agent economy desks

Ship-next desks on live rails

Evidence, spend chargeback, and capability bake-off — build-ready application layers, not new sensors.

P0 · BUILD-READY

Support/Sales Answer Evidence Pack

Answer + sources + digest + Metis verdict + portable receipt. Origin and integrity — not absolute truth.

WHAT YOU GETanswer + verdict + receipt
Open the evidence path →
P0 · BUILD-READY

Agent Spend Policy & Chargeback Desk

Pre-spend limit and post-run chargeback by agent, task and provider. Missing receipts stay unreconciled.

WHAT YOU GETlimit + reconciliation table
Open the spend path →
P0 · BUILD-READY

Capability Acceptance Bake-off

Fixed tasks and a buyer rubric across Hub candidates with THEMIS admission and receipts — not a universal trust score.

WHAT YOU GETcomparative run + receipts
Open the bake-off path →
Human glass

See attested pins — LIVE vs SIM

Humans get honesty on the map. Agents buy the reading behind the pin.

Open ATLAS
Physical oracle

Buy a weather reading for ~$0.001

Pay-on-Verified: honest → pay · fault → refund · silence → $0.

Open Hub
Layers

Weather · air · energy on one wall

Same rails. Different capabilities. Cinema of the fact, not a dashboard collage.

Open layers
Settlement

Physics as the escrow judge

Money moves when the attestation clears. Bad data has an economic end.

GAIA on GitHub
Operator

Economy as a place you can walk

Factory + Monitor — demand agents and topology, not another chat UI.

Open Monitor
Provenance

One station · full receipt

device_id, signature, seq — the discipline an insight product should keep.

Inspect fleet

Opportunity map

Potential products on shared rails

A catalog of what developers could build and investors can evaluate. Status shows evidence maturity — not market size.

live surface

A product or callable surface operates now.

build-ready

Shared rails exist; a focused application layer remains.

example desk

A third-party desk that already buys live SKUs — not a first-party product.

design partner

The path needs domain validation with a partner.

hypothesis

A possible application that still needs demand evidence.

Publish → read

Can people connect sensors and read them through GAIA?

Yes — as providers of attested relays, not “plug any USB and forget.”

01
Relay / deviceSigns readings (Ed25519) with seq
02
GAIACapability e.g. gaia.weather.read@v1
03
HubAgents / apps buy the invoke
04
ATLASLIVE pin for humans

Self-hosted (MIT) or use hosted surfaces. Demo fleet ≠ mass plug-and-play for every chip yet — the product path is clear.

For micro-investors & angels

Introduction with prospects

Short narrative. Approximate market context. Sources named. Not a prospectus.

INTERACTIVE UNIT ECONOMICS

See how a micro-call becomes a market.

Change every assumption. This is a transparent model, not a revenue forecast.

—LIVE pins
—stations
—layers
Connecting to ATLAS
DAILY VOLUME100,000invokes
MONTHLY CALL VALUE$3,000
PROVIDER EARNINGS$2,100
PLATFORM GROSS SHARE$900

Illustration before infrastructure, verification, support, tax, and acquisition costs. No forecast or promised return.

Disclaimer. Figures below are approximate third-party industry estimates for adjacent markets — not AIMarket revenue, ARR, or a promise of capture. Methodologies differ across firms (sometimes by an order of magnitude). Treat as orientation for the room; verify primary reports before diligence. This page is not an offer to sell securities.

Verifiable provenance → agent economy → vertical products

The system preserves who produced a result, from which source, under which checks. Agents can buy one capability call; payment eligibility follows the declared verification policy.

We already ship GAIA (attested IoT), Pay-on-Verified, ATLAS (LIVE vs SIM), Hub, oracles, and operator glass — live URLs above. Capital accelerates volume on those rails and thin entry products into verticals that already spend on physical-world data.

Why the door is open

Incumbents sell forecasts and dashboards. Gaps we productize: per-reading attestation, agent-native micro-billing, economic end for bad data (refund / silence), and honest LIVE vs SIM for humans.

Adjacent spend (illustrative ranges)

Vertical Approx. industry range Our path (not claimed share)
Parametric insurance ~$15–25B class mid-decade (varies widely by report) Oracle input → threshold → partner payout
Supply-chain visibility / SCM Visibility software ~low–mid $B; broader SCM tens of $B Attested evidence streams · ATLAS wall
Energy / grid digital Large fragmented (intensity, DR, metering) — treat as $10B+ opportunity class energy.read / grid signals
Compliance / reporting tech Broad GRC/ESG tooling often cited in tens of $B Signed packs · export APIs
Prediction / event markets Fast-moving; often cited ~$10B+ opportunity narratives Physical resolution oracle

These are input markets apps plug into — not our booked ARR.

Sources (start here — confirm in originals)

  • Parametric insurance growth commentary citing Global Market Insights / Allied Market Research / Market.US ranges — Society of Actuaries overview: SOA (Jan 2026). Note: SOA authors stress veracity of marketing-research projections varies. SOA
  • Parametric market sizing examples: Mordor Intelligence (different definition → much smaller $B) vs broader premium narratives — use the spread as a caution. Mordor
  • Supply chain visibility software: Future Market Insights (~$3.5B in 2026 → ~$12B by 2036 class). FMI
  • Broader supply chain management: Grand View Research (SCM ~$26B in 2024 → ~$49B by 2030 class). Grand View
  • Live product surfaces (primary, not TAM): GAIA · ATLAS · Hub. GAIA · ATLAS · Hub

What investors are buying

Category ownership of agent-native physical oracle + settlement — with a map into insurance, supply chain, energy, compliance, and insight agents. We do not need to be the insurer on day one.

Diligence starts from the live rails and named sources on this page — not an offline pack.