The Symia Agent Builder · Human + AI

Building technological prosperity through Human + AI teams.

Symia combines human judgment, creativity and national priorities with the precision of artificial intelligence — so organizations move faster, make better decisions, and unlock innovation at scale.

On one sovereign Ontology Layer, the Agent Builder lets analysts build agents with no code and developers build them in code — Human + AI teams that drive sustainable growth, stronger competitiveness, and long-term national prosperity.

Ready to deploy

Proven agents for every industry.

Ready-to-deploy agents and workflows your teams can stand up in weeks, not years — grounded in your own data, governed end to end. Browse by industry.

The Ontology Layer

One living model of your entire nation.

Fragmented registries and siloed systems become a single, governed model — objects, the links between them, and the actions that change them. Not an analytics warehouse you query once; the operational backbone the state actually runs on.

Objects & relationships

Every citizen, asset, entitlement, case and event becomes a typed object, linked into one coherent model — a living digital twin of the nation.

Actions that change the real world

The ontology doesn't just describe — it acts. An Action approves a benefit, issues a credential, or opens a case — automatically, or after a human confirms.

Functions & business logic

Encode a nation's rules once — eligibility, tax bands, licensing criteria — as reusable functions the entire platform obeys.

Connect every source

Integrate legacy registries, cloud systems and on-premise databases into one model — without ripping anything out.

Full provenance & lineage

Every value traces back to its source; every change is logged. The whole model is auditable, end to end.

Purpose-based access control

Need-to-know, enforced at the data. People and agents see only what their role and purpose permit — down to a single field.

Models as first-class citizens

ML and AI models plug directly into the ontology — scoring risk, forecasting demand, detecting fraud against real, governed data.

Operational, in real time

Not a dashboard you glance at each quarter — a live operating system the state runs on, updating as the country does.

The Agent Builder

No code for the many. Full code for the few. Agents for everything.

The same agent, two ways to build it — a visual studio for the institutions who know the work, and a typed SDK for the engineers who extend it. Both grounded in the ontology, both governed, both production-grade.

No-code studio · build visually
TRIGGERNew benefit claim received
ONTOLOGYResolve the citizen & their entitlements
CHECKRun eligibility & duplicate rules
ACTIONApprove & disburse · needs sign-off
Code SDK · the same agent, in code
from symia import Agent, ontology
benefits = Agent("benefits-eligibility")
@benefits.tool
def check(citizen_id):
person = ontology.Person.get(citizen_id)
return person.eligibility(program="child-support")
@benefits.action(confirm=True) # human-in-the-loop
def approve(person, amount):
person.disburse(amount)
benefits.deploy(region="sovereign", on_prem=True)

No-code studio

Analysts, ministries and institutions build powerful agents visually — no engineers required. Describe the goal, wire the tools, ship.

Full code SDK

Developers build, extend and version agents in code, with a typed SDK over the entire ontology.

Grounded in the ontology

Agents reason over the real, governed model of the nation — no hallucinated facts, only what the ontology knows to be true.

Real tools, real actions

Agents query objects, traverse links, run functions, call external systems and execute ontology Actions — doing work, not just chatting.

Human-in-the-loop

Every consequential action can require a person's approval — with full context laid out for a fast, accountable decision.

Tested before it ships

Evaluate agents against real cases, version them, and release with confidence — the same rigor as production software.

Bring any model

Model-agnostic by design — run frontier models, or sovereign models hosted entirely in-country for the most sensitive work.

Orchestrate whole workflows

Chain agents and actions into end-to-end processes that run across ministries, around the clock.

Every action, audited

Agents inherit the ontology's permissions and provenance — so every decision an agent makes is logged, explainable and defensible.

What you can build

Industry-unique problems, solved today.

Not chatbots — workers that read the file, check the rules, call the systems and take the action, with a human in the loop wherever it counts. A closer look at three industries and the hard problems Symia agents are solving right now.

Industry focus · Agriculture, from orbit

A nation's fields, understood from space.

No sensors in the ground. Symia turns multispectral satellite imagery, weather and soil data into one living model of every plot — then puts agents on top that advise farmers, target subsidies, assess tax fairly, and forecast the harvest.

Soil Health Agent

Reads multispectral satellite imagery into a field-by-field map of soil health, moisture and nutrient stress — no ground sensors required.

Farmer Recommendation Agent

Turns satellite, weather and soil data into per-plot advice — what to plant, when to irrigate, how much to fertilize — pushed to the farmer's phone.

Agricultural Taxation Agent

Estimates cultivated area and yield from orbit to assess land and agri-tax fairly — no self-declaration, no ghost acreage.

Subsidy Targeting Agent

Verifies who actually farms what, from space — so seed, fertilizer and cash subsidies reach real farmers on real land, once.

Yield Forecasting Agent

Forecasts regional and national crop yield weeks ahead — for food-security planning and price stability.

Crop Insurance & Damage Agent

Detects drought, flood and pest damage from satellite and triggers parametric insurance payouts automatically.

Tell us your problem

Don't see your challenge here? Describe it — and we'll build the agent for it on the same platform, in weeks, not years.

Start the conversation →
Industry focus · FinTech, money & banking

Banking for everyone — safe at national scale.

The hard problems in finance today: reach the unbanked, stop fraud the instant it happens, and stay compliant across borders. Symia's agents do all three on one verified-identity rail.

Thin-File Credit Agent

Scores creditworthiness for people with no bank history — from verified identity, mobile-money and utility data — so the unbanked can finally borrow.

Real-Time Fraud & AML Agent

Stops account takeover, mule networks and laundering across every transaction in milliseconds — with explainable holds.

KYC & Onboarding Agent

Opens a compliant account in minutes from a verified identity — sanctions-screened, AML-clean, no branch visit.

Agent-Banking Oversight Agent

Monitors thousands of banking agents across the last mile for fraud, float manipulation and cash-out abuse.

Cross-Border Remittance Agent

Clears remittances against sanctions and travel-rule requirements — cheaper, faster, and fully compliant.

Digital Lending & Collections Agent

Predicts default early and sequences the right, humane collection action — protecting portfolio and borrower alike.

Tell us your problem

Don't see your challenge here? Describe it — and we'll build the agent for it on the same platform, in weeks, not years.

Start the conversation →
Industry focus · Telecommunications

Every SIM accountable. Every outage prevented.

Telecom carries a nation's identity, money and connectivity. Symia's agents bind every SIM to a verified human, protect the mobile-money rails, and keep the network up.

SIM Registration & Fraud Agent

Binds every SIM to a verified human — killing anonymous fraud, SIM-swap and mule numbers at the source.

Network Assurance Agent

Predicts and prevents outages across the network before a customer ever feels them.

Mobile-Money Integrity Agent

Detects fraud and laundering across mobile-money flows — the rails half a nation banks on.

Churn & Retention Agent

Reads usage signals to spot at-risk subscribers and acts to retain them before they leave.

Rural Coverage & CapEx Agent

Targets tower and spectrum investment where it closes the connectivity gap fastest.

Revenue Assurance Agent

Finds leakage across billing, interconnect and roaming — recovering revenue that quietly disappears.

Tell us your problem

Don't see your challenge here? Describe it — and we'll build the agent for it on the same platform, in weeks, not years.

Start the conversation →
See every sector resolve through the ontology
Any use case

You've seen a handful. Build the other hundreds.

Every agent on this page runs on the very same Ontology Layer and Agent Builder — no new system, no year-long project. It isn't a fixed catalogue; it's a factory. If your team can describe the work, they can build the agent for it — and hundreds already have. That is the whole point.

Elections integrityDisaster responseWater managementForestry & carbonCustoms & tradePension disbursementPublic procurementCourt schedulingVehicle licensingPassport issuanceBusiness registrationLand titlingMining royaltiesPort operationsRail schedulingGrid balancingWaste managementSchool placementTeacher deploymentScholarship disbursementHospital bed managementVaccine cold-chainElections integrityDisaster responseWater managementForestry & carbonCustoms & tradePension disbursementPublic procurementCourt schedulingVehicle licensingPassport issuanceBusiness registrationLand titlingMining royaltiesPort operationsRail schedulingGrid balancingWaste managementSchool placementTeacher deploymentScholarship disbursementHospital bed managementVaccine cold-chain
Drug counterfeit detectionTourism visasLabor inspectionVAT refundsImport licensingFishing quotasWildlife protectionFlood early-warningAir-quality monitoringTraffic optimizationBuilding permitsFood-safety inspectionCyber incident responseEmergency dispatchCitizen feedbackSanctions screeningPayroll integrityProcurement fraudStreet-lighting upkeepBridge inspectionRefugee registrationCensus operationsDrug counterfeit detectionTourism visasLabor inspectionVAT refundsImport licensingFishing quotasWildlife protectionFlood early-warningAir-quality monitoringTraffic optimizationBuilding permitsFood-safety inspectionCyber incident responseEmergency dispatchCitizen feedbackSanctions screeningPayroll integrityProcurement fraudStreet-lighting upkeepBridge inspectionRefugee registrationCensus operations
Sovereign by deployment

Runs in your cloud, your data center, or fully air-gapped — inside your borders.

For the most sensitive work — defense, intelligence, national security — Symia deploys entirely on-premise, in-country, with no dependency on any foreign platform. Sovereign data never leaves your borders.

Your sovereign cloud

Run Symia in a cloud region the state controls.

Your data center

Deploy fully on-premise, in national data centers — the state owns the hardware and the model.

Fully air-gapped

For defense, intelligence and the most sensitive work, run entirely disconnected — data never leaves the country, or the room.

In-country, always

Wherever it runs, sovereign data stays inside your borders, under your law.

Capability transfer

We don't hand you a black box. We make your people the experts.

Symia trains your local developers, institutions and ministries to build and operate their own agents on the platform — supercharging the processes they already run, and leaving behind a sovereign capability that is truly yours.

We train your developers

Symia trains local engineers to build, extend and operate agents on the platform — in your language, on your systems.

We enable your institutions

Ministries and agencies learn to model their own domain and ship their own agents — supercharging the way they already work.

You keep the capability

The goal is self-sufficiency — a sovereign capability that outlasts any vendor, administration or funding cycle.

Build on the ontology

Give every ministry the agents it needs — on one model the state owns.

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