ZNSTARS
Products

Tools that keep their orbit.

ActOCR for insurance documents, ActGeo for address enrichment, ActRouter for LLM routing, and the Utility Management Tool for ResQ automation.

Document AI · private preview

ActOCR

OCR and structured data extraction for insurance policy and claim documents.

Point ActOCR at a folder, S3 bucket or Snowflake stage of declarations pages, certificates, FNOLs, EOBs, loss runs and repair estimates. It classifies each document, reads it, extracts the fields and schedules, checks them against insurance business rules, and writes typed rows to your warehouse with a confidence score and a page reference on every value.

  • Policy, claim and supporting documentsDeclarations, ACORD forms, FNOLs, EOBs, loss runs, total loss letters and more
  • Cheapest engine firstReads the PDF text layer when it can and escalates page by page to open-source OCR and vision models
  • Business-rule checksVIN and NPI check digits, premium and line-item sums, loss date inside the policy term
  • Runs in SnowflakeSame code on a laptop, in a container or on Cortex. PII is redacted before anything is stored

Sample test files and extracted fields

A sample of what ActOCR reads from synthetic test documents. The fields and document types are tailored to your business and your forms. Every carrier, person and number shown here is fictional.

Synthetic test document: commercial auto declarations page
Test file · Commercial auto declarations page (synthetic)
Classified as policy_declarations confidence 0.98
FieldExtracted valueConf.
policy_numberCA-9928374-010.85
named_insuredRiverbend Logistics LLC0.81
line_of_businesscommercial auto0.81
effective_date2026-01-150.83
expiration_date2027-01-150.83
naic_code246800.85
total_premium18,430.000.81
taxes_and_fees385.000.81
total_amount_due18,815.000.81

Coverage and vehicle schedules are extracted as tables, with VIN check digits verified.

No review required.

Geospatial · private preview

ActGeo

Geocoding and Census enrichment for U.S. street addresses.

ActGeo geocodes each address once, places it in its Census block group with a local point-in-polygon join against TIGER/Line boundaries, and attaches Census socioeconomic features. Every input address gets exactly one output row, with status columns that explain any failure, so nothing is dropped silently.

  • Geocode onceA persistent cache keyed on the normalized address. Batch geocoder first, then single-line, then TIGER address-range interpolation
  • Local spatial joinThe block group GEOID comes from TIGER/Line polygons, with coordinate systems converted explicitly
  • Auditable ratesDenominators are kept beside each feature, and ACS missing-value codes become NULL instead of 0
  1. Addressstreet, city, state, ZIP
  2. Geocodelat / lon, match status, cached
  3. Spatial joinTIGER/Line block groups
  4. GEOIDstate · county · tract · block group
  5. Census featuressocioeconomic context
  6. Validatereport, fails loudly on errors

Sample features

A sample of the American Community Survey features ActGeo can attach at block-group level. The feature set is tailored to your rating, underwriting or analytics needs.

Output columnACS tableDefinition
MEDIAN_HOUSEHOLD_INCOMEB19013Median, households
MEDIAN_HOME_VALUEB25077Median, owner-occupied units
POVERTY_RATEC17002% of population with poverty status determined
UNEMPLOYMENT_RATEB23025% of civilian labor force
COLLEGE_EDUCATED_PCTB15003% of population 25+ with a bachelor's or higher
RENTER_PCTB25003% of occupied housing units
VEHICLES_PER_HOUSEHOLDB25044Mean vehicles per occupied unit
LLM routing · live API

ActRouter

Picks the best LLM for each Python function, from its metadata alone.

ActRouter is a serverless model router on AWS Lambda. Describe a function — its name, signature, docstring, task and budgets — and it ranks the models in its catalog by task fit, size tier, cost and latency, then returns the best choice with its reasons and an estimated cost. ActDecor calls it automatically and caches each choice, so every decorated function runs on a model that suits it.

  • Metadata onlyThe API rejects call arguments, return values and any unknown field. Nothing your function processes is ever sent, logged or stored
  • A broad model catalogOpenAI, Anthropic, Google, DeepSeek, xAI, Mistral, Cohere, Llama, Qwen and more
  • Five routing strategiesHeuristic scoring by default, keyword rules, and smallest, largest and random baselines
  • Serverless on AWSA Python Lambda behind an HTTP API, with no PyTorch, so it starts fast and costs little to run
  1. Decorate@summarize_with_llm
  2. Describename, signature, docstring, budgets
  3. RoutePOST /v1/route
  4. Ranktask fit, tier, cost, latency
  5. Cachefunction inventory file
  6. Callchosen model via ActLLMInfer

Try the live API

Describe a function and ask the live ActRouter which model should run it. Only what you type here is sent.

API docs
Desktop toolkit

Utility Management Tool

ResQ automation, task scheduling and Excel batch processing.

Utility Management Tool

User Validation

User administration system authorizes operations by tiers.

User Validation screenshot
Utility Management Tool

Excel Batch Processing

Apply changes to all the selected Excel files at once.

  • Supports parallel computation
Excel Batch Processing screenshot
Utility Management Tool

ResQ Automation Solution

Available to licensed ResQ users.

  • Type in “Initial Directory” to set the initial directory for looking up files
  • “Select File” selects files using the file explorer
  • “Connect to” tests the ResQ connection
ResQ Automation Solution screenshot
Utility Management Tool

Task Scheduler

Start anytime, finish in no time.

  • Load an importer from ResQ
  • Modify the importer and update ResQ
  • Use the time picker to choose when a scheduled task runs
  • “Run” executes the program
  • “Run as Scheduled” runs the task at the scheduled time
Task Scheduler screenshot
Ask about a product ResQ automation details