Sample record
Processing
post_idt3_1k2mx7
communityr/personalfinance
sentiment0.74 positive
topicfinancial_planning
engagement847 interactions
languageen
processed_at—

Public discourse intelligence

What people say
when no one
is asking.

Sova transforms public forum discourse into structured, enriched datasets — scoped to any community, topic, or market, and delivered production-ready for AI pipelines and research teams.

Request a sample See what we deliver

What we do

Survey panels tell you what people say
when asked. We don't ask.

Organic forum discourse captures what people actually think — unfiltered, unprompted, at scale. Sova collects, scopes, and enriches it so your team doesn't have to.

01

Scoped collection

Any community, keyword, geography, or topic cluster — at whatever volume your use case requires. We handle the collection and processing so you receive clean structured data, not raw noise.

02

Enriched output

Sentiment scores, topic classification, engagement signals, and metadata — annotated per document and delivered alongside raw text. Ready to ingest without preprocessing on your end.

03

Global coverage

Consumer voice from finance to healthcare, tech to retail — across English, multilingual, and region-specific communities worldwide. Whatever market your intelligence team is tracking.

04

Flexible delivery

Parquet snapshots, NDJSON streams, REST feed, or direct data share to Snowflake or BigQuery. Any cadence from one-time exports to continuous daily delivery. Your format, your schedule.

The data layer

Structured from
the ground up.

Every Sova dataset ships with annotated fields alongside raw text. Schema documentation and sample records provided before any purchase is confirmed.

Raw forum data is noise. Millions of posts per day across thousands of communities — without scoping, filtering, and annotation, it arrives as an unstructured dump your engineering team has to clean before it's useful.

Sova's processing pipeline handles collection, deduplication, scope filtering, and enrichment before delivery. What you receive is a dataset that goes straight into your pipeline.

Named entity extraction and dense vector embeddings are in active development and available to enterprise partners on an early access basis.

All datasets include full schema documentation. Delivery SLAs agreed per engagement.

Structured raw data
Post content, author signals, engagement metrics, timestamps, community context
Live
Sentiment scoring
Polarity, confidence score, and intensity weighting per document
Live
Topic classification
Multi-label taxonomy — standard or fully custom schema
Live
Language detection
Per-document language identification and confidence score
Live
Named entity extraction
Brands, products, people, locations — structured and linkable
Q3 2025
Dense vector embeddings
Per-document embeddings for RAG, clustering, similarity search
Q3 2025

Pricing

Start lean.
Scale when you need to.

Every tier includes a free sample dataset before commitment. No lock-in on monthly plans.

Brandwatch starts at $1,600/mo. Meltwater at $800/mo. Sova delivers comparable Reddit-native intelligence — without the dashboard tax.

One-time
Starter
A scoped, enriched export to evaluate data quality or power a one-time research project.
$299
per export
  • Up to 50k records
  • Custom scope & date range
  • Sentiment + topic enrichment
  • JSON-L or CSV
  • 3 day turnaround
Most popular
Research
Continuous scoped feed for intelligence teams, brand monitoring, and live AI pipelines.
$799
per month
  • Up to 500k records/mo
  • Daily or hourly delivery
  • Full enrichment suite
  • Parquet or NDJSON
  • Scope adjustments included
  • Dedicated account contact
High volume
Professional
Unlimited volume. For teams running production intelligence pipelines at scale.
$2,500
per month
  • Unlimited volume in scope
  • Real-time push delivery
  • Full enrichment suite
  • Multi-scope support
  • Snowflake / S3 delivery
  • SLA included
White-label
Enterprise
Custom data supply for platforms reselling intelligence. White-label output, custom models, dedicated infrastructure.
$15,000
per month, from
  • Unlimited scope & volume
  • White-label output schema
  • Custom enrichment models
  • BigQuery data share
  • Dedicated infrastructure
  • Quarterly reviews

All plans include a free sample dataset before any commitment. Volume discounts on annual billing.

Brandwatchfrom $1,600/mo
Meltwaterfrom $800/mo
Sovafrom $299

Contact

Let's scope your
first dataset.

No sales process.
Just a conversation about your data.

Send us your scope and we'll reply with a free sample dataset within 48 hours — so you can evaluate quality before committing to anything.

Email
hello@sova-data.xyz
Response time
Within 24 hours
Sample datasets
Free — always provided before purchase
Pricing starts from
$299 one-time · $799/month continuous