Government data operations

Official data that survives contact with production.

We take a public record from publisher discovery to a production-ready evidence flow: rights and scope, complete collection, normalized identity, source-linked receipts, change detection, and delivery through the interface your system actually uses.

Official-source firstIssuer links and scope retained
Fail-closedPartial pulls cannot masquerade as complete
Receipt-boundRetrieval, record, and decision integrity
API · MCP · webhook · filesDelivery matched to the workflow

One failing API or data workflow?

Bring the expected result, the actual result and a sanitized example. We scope one repair, verify the downstream outcome, and deliver acceptance tests and rollback instructions. Written-first; quote after feasibility.

Explore workflow repair

The service layer

The product is not a scrape. It is the operating layer between a changing government publisher and a system that needs a defensible answer.

01 / SOURCE

Source feasibility and rights review

We identify the issuing authority, access route, terms or license, row grain, update pattern, paging behavior, and the claims the source can—and cannot—support.

  • Source and rights passport
  • Coverage and completeness test
  • Go, bounded-go, or no-go decision
02 / IDENTITY

Normalization and identity mapping

We preserve publisher fields while turning inconsistent names, addresses, identifiers, dates, and statuses into a stable contract.

  • Canonical identifiers and source keys
  • Explicit ambiguous and no-match states
  • Raw-to-normalized field lineage
03 / RELIABILITY

Source health and change monitoring

We distinguish a real record change from a broken feed, capped page, empty response, schema drift, or stale publisher.

  • Availability, schema, freshness, and count probes
  • Complete-scope baselines and diffs
  • Quarantine and recovery receipts
04 / DELIVERY

Evidence delivery and integration

Use the live self-service APIs and MCP tools, or scope a workflow-specific adapter with retry, idempotency, and downstream review built in.

  • Apify API, datasets, schedules, and webhooks
  • Stable remote MCP endpoint
  • CSV/JSONL exports and scoped adapters
05 / REVIEW

Evidence packets and correction paths

Every consequential result needs enough context to inspect, reproduce, question, and correct it without treating uncertainty as clearance.

  • Source, scope, retrieval, and decision state
  • Hashes, timestamps, and official links
  • Human-owned review and disposition
06 / AGENTS

AI-agent tool integration

We publish task-to-tool guidance and machine-readable contracts so an agent can select the right tool, supply the right identifier, and preserve the result boundary.

  • MCP, OpenAPI, server cards, and catalogs
  • Exact minimum input and output semantics
  • No silent conversion of unknown into negative
07 / PROPERTY

Property operating records

Join a paid permit workspace to supported Chicago or Orlando official property facts, then optionally compose normalized caller-authorized market facts and owner ledgers without rewriting the stored packet.

  • Exact property ID and origin lanes
  • Disclosed NOI, cap-rate, cash-return, break-even and DSCR math
  • Private inputs processed ephemerally; credentials rejected

From publisher to production

One pipeline, five observable gates. A source does not enter production merely because one request returned rows.

DiscoverAuthority, rights, access, scope
ProvePagination, limits, fields, freshness
NormalizeIdentity, semantics, lineage
OperateMonitor, retry, quarantine
DeliverAPI, MCP, webhook, file

Choose the smallest useful entry point

NeedStart hereCommercial path
Inspect a schema or samplePublic documentation, samples, Postman, and bounded examplesFree
Run a supported record workflowApify Actor, API, or MCPUsage-priced on the live listing
Build a permit + property recordUp to 25 addresses; expanded official property facts in Chicago and Orlando$4.99 one-time audit
Monitor a supported permit scopeUp to 25 addresses with a baseline, weekly supported-source comparisons and private dashboard alerts$19.99/month founding pilot
Compose private property factsExact paid property ID plus normalized caller-authorized market or owner recordsIncluded ephemeral fulfillment capability
Add a source, adapter, or product integrationSource feasibility plus an agreed delivery and review contractScoped quote after the feasibility boundary is known
Truthful availability: Apify APIs, exports, schedules, webhooks, remote MCP, public schemas, and the published audits are available now. A new source, SFTP route, platform-native app, or private connector is scoped and tested before it is represented as live.

Give us the record that wastes your team’s time.

Send the issuing source or system, one exact identifier, the decision the evidence must support, and the delivery route you need. We will map the strongest bounded path and tell you plainly what the source can prove.

We welcome collaboration with developers, public servants, data owners, researchers, and AI teams. Source corrections, adversarial test cases, integration feedback, and thoughtful criticism are useful contributions—and we appreciate every serious person willing to help make public data easier to trust and use.

Start the source review Read the service catalog