QueryStory vs White Circle
QueryStory vs White Circle, compared side by side on 17 data points: what each one does, how big it is, what it has raised, the tech running each site, and what users report. We score both out of 100 on traction, team and visibility: QueryStory is on 51/100 and White Circle on 50/100.
Where each one leads
QueryStory
- agent readiness: 40/100 against 30/100
White Circle
- domain rating: 41/100 against 9/100
- funding raised: $11.0M against $6.0M
At a glance
| Measure | QueryStory | White Circle |
|---|---|---|
| What it is | QueryStory is an agentic data platform that helps enterprises turn data into trusted decisions and action by making AI queries coherent and trustworthy. | Enterprise AI governance company helping organizations monitor, protect, and improve AI systems in real time. |
| Category | Artificial Intelligence, Data Analytics, Cybersecurity, Enterprise Software | Artificial Intelligence, Enterprise Software, AI Governance, AI Observability |
| Sells toBusiness model | B2B | B2B |
| Offering | Platform | Platform |
| Founded | 2025 | 2023 |
| Headquarters | San Francisco, United States | San Francisco, United States |
| Status | Active | Active |
Size, funding and growth
| Measure | QueryStory | White Circle |
|---|---|---|
| Total funding | $6.0M | $11.0M |
| Latest round | Seed | Undisclosed |
| Valuation | $60.0M | Not published |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | QueryStory | White Circle |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 51/100 | 50/100 |
| Traction | 34/100 | 35/100 |
| Team | 90/100 | 70/100 |
| Community | Not published | 15/100 |
| Search visibility | 3/100 | 21/100 |
| Quality | 58/100 | 58/100 |
| Agent readinessHow well an AI agent can read and act on the site | D (40/100) | F (30/100) |
| Domain ratingLink authority, 0-100 | 9/100 | 41/100 |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | QueryStory | White Circle |
|---|---|---|
| CDN | Cloudflare | Cloudflare |
| Frameworks | Not detected | Next.js, Tailwind CSS |
| Payments | Not detected | Stripe |
| Analytics | Segment | Not detected |
QueryStory vs White Circle: common questions
Which is better, QueryStory or White Circle?
On our 0-100 score QueryStory rates higher (51/100 against 50/100). The score weights traction, team, visibility and profile completeness, so it reflects company strength rather than which product suits you. We compare the two on 17 data points above: read the rows that match what you are buying for.
How do QueryStory and White Circle compare on the numbers?
QueryStory leads on agent readiness (40/100 against 30/100). White Circle leads on domain rating (41/100 against 9/100), funding raised ($11.0M against $6.0M).
Read the full QueryStory review and pricing or the White Circle review and pricing. You can also browse other QueryStory alternatives we track.