Smart Queries

Smart Queries

See your market clearly.

Use trusted data with proof and push it into your tools in days.

See how Starzdata builds explainable segments from every source.

One question. All the right sources. Clean segments you can trust.

Our platform Fuses Smart queries, Curent APIs, and your input datasets into 100% custom Segments — scored, transparent, secure. Built once, reused everywhere.

Smart Queries

Curated APIs

Fusion Engine

Activation

AI Assist & Control

Smart Queries

Curated APIs

Fusion Engine

Activation

AI Assist & Control

Starzdata Platform Interface
Starzdata Platform Interface

Smart Queries

Curated APIs

Fusion Engine

Activation

AI Assist & Control

Smart Queries

Smart Queries

Smart Queries – Your custom web enrichment layer

From a dataset or a brief, you define the outputs you need. We enrich them with structured fields captured from the web — powered by generative AI, with traceability at every step.

Dataset → Smart Query → Enriched Dataset (scored + explainable).

Dataset → Smart Query → Enriched Dataset (scored + explainable).

Targeted Web Extraction

Pull exactly the public web signals you need — by your own rules.

Targeted Web Extraction

Pull exactly the public web signals you need — by your own rules.

Targeted Web Extraction

Confidence & Source Linking

Removes duplicates and links related records.

Confidence & Source Linking

Removes duplicates and links related records.

Confidence & Source Linking

User-Defined Output

Deliver results in the structure and format your workflow needs.

User-Defined Output

Deliver results in the structure and format your workflow needs.

User-Defined Output

Curated APIs

Curated APIs

Curated APIs – Reliable external signals, on tap

Not every field can be extracted from the web. That’s where our curated APIs come in.

Plug-and-Play APIs

No coding, no rate limits, no retries to manage — APIs run seamlessly inside your segment flow.

Plug-and-Play APIs

No coding, no rate limits, no retries to manage — APIs run seamlessly inside your segment flow.

Plug-and-Play APIs

Always Up to Date

Starzdata maintains connectors, handles schema changes, and keeps integrations working without effort.

Always Up to Date

Starzdata maintains connectors, handles schema changes, and keeps integrations working without effort.

Always Up to Date

Clean & Usable Data

API outputs are deduplicated, matched, and aligned — delivered as structured segments, not raw fields.

Clean & Usable Data

API outputs are deduplicated, matched, and aligned — delivered as structured segments, not raw fields.

Clean & Usable Data

Secure & Compliant

Centralized credential management and GDPR-ready governance — your keys and data stay under control.

Secure & Compliant

Centralized credential management and GDPR-ready governance — your keys and data stay under control.

Secure & Compliant

Fusion Engine

Fusion Engine

Fusion Engine – Where all your signals converge

Bring together Smart Queries, curated APIs, open data, and your files.

Versioning & Control

Track lineage, compare versions, and see how today’s dataset differs from yesterday’s.

Versioning & Control

Track lineage, compare versions, and see how today’s dataset differs from yesterday’s.

Versioning & Control

Continuous Updates

Choose how often your segments refresh — on source change, conditions, or schedule.

Continuous Updates

Choose how often your segments refresh — on source change, conditions, or schedule.

Continuous Updates

Multi-Source Fusion

Merge signals from Smart Queries, APIs, open data, and files — no manual stitching.

Multi-Source Fusion

Merge signals from Smart Queries, APIs, open data, and files — no manual stitching.

Multi-Source Fusion

Segment-to-Segment Connection

Cross-check and combine multiple segments to build richer, tailored datasets.

Segment-to-Segment Connection

Cross-check and combine multiple segments to build richer, tailored datasets.

Segment-to-Segment Connection

AI Assist & Control

AI Assist – Collaborate, map, and trust your segments

AI embedded where it matters: onboarding new datasets, aligning a semantic layer, guiding your team, and keeping every segment explainable. Not a black box — a collaborative workspace.

Starzdata Platform Interface
Starzdata Platform Interface
Starzdata Platform Interface

Smart Ingest

Upload CRM files, spreadsheets, or connect a source. The assistant profiles fields, normalizes types, and generates a testable sample in minutes.

Smart Ingest

Upload CRM files, spreadsheets, or connect a source. The assistant profiles fields, normalizes types, and generates a testable sample in minutes.

Smart Ingest

Semantic Mapping

AI scans content to align entities, IDs, and signals under a shared semantic layer — making datasets interoperable and powering compatible segment suggestions.

Semantic Mapping

AI scans content to align entities, IDs, and signals under a shared semantic layer — making datasets interoperable and powering compatible segment suggestions.

Semantic Mapping

Guided Collaboration

Chat-like guidance and inline comments let teams co-create fields, review samples, and publish queries or segments together.

Guided Collaboration

Chat-like guidance and inline comments let teams co-create fields, review samples, and publish queries or segments together.

Guided Collaboration

Explainable QA

Every value is traceable back to its source. Built-in checks surface gaps, duplicates, or mismatches — so you can approve with confidence.

Explainable QA

Every value is traceable back to its source. Built-in checks surface gaps, duplicates, or mismatches — so you can approve with confidence.

Explainable QA

Your CRM shows who you already know. Starzdata shows you the market you don’t.

Toggle the button: From incomplete CRM records to fully verified, structured market datasets.

"Starzdata showed us we were targeting the wrong 80%."

"Starzdata showed us we were targeting the wrong 80%."

VP Growth, SaaS ISV

Structured. Transparent. Enterprise-ready.

Segments you can use — and explain — from day one.