The problem
Bad or broken data silently corrupts dashboards, reports and AI models before anyone notices
What they do
AI agents that monitor data quality inside Snowflake, Databricks and BigQuery warehouses
Traction ~$15M revenue in 2024 (est.); enterprise customers incl. Block, Discover, Notion, Atlassian
Hiring trend
- Open roles
- 0
- Headcount
- ~70-75
Shrinking: 0 open roles; headcount -4.6% YoY to ~75 (Revelio), -19% (Dealroom), -31% (LinkedIn est.)
Glassdoor
4.1 ★ 14 reviews ↗Funding
- Last round
- Undisclosed (Snowflake Ventures strategic extension); $10M Series B extension Nov 2024
- Stage
- Series B
- Date
- Mar 2025
Led by SignalFire (Series B); Smith Point Capital, Snowflake Ventures (extensions)
- Hiring00 open roles on the live job board (no roles = 0)
- Funding recency+0.5Series B · Undisclosed (Snowflake Ventures strategic extension); $10M Series B extension Nov 2024, Mar 2025 (19 months ago): 12–24 months = +0.5
- Traction+0.75Some growth: ~$15M revenue in 2024 (est.); enterprise customers incl. Block, Discover, Notion, Atlassian
- Red flags−11 significant flag in the last 24 months, −1 eachDownsizing in 2026: a former employee's Aug 2026 Glassdoor review describes a big downsizing across many roles in 2026, and a Jul 2026 review cites chaotic leadership and strategy. Headcount is down 5-31% YoY depending on the source, and job postings fell 54.5% in 2026 to ~1 new role a month; the Ashby board shows 0 openings. No new priced round since the Nov 2024 extension.Glassdoor reviews (Aug 6 2026 'downsizing' review; Jul 21 2026 leadership review) ↗ · Revelio Labs: headcount -4.6% YoY, postings -54.5% in 2026 ↗ · Dealroom: team -19% over past year ↗ · Anomalo Ashby job board: 0 open positions ↗
- Total0.250 + 0.5 + 0.75 − 1 = 0.25 → Cool-down
Cool-down rule: score under 1.5 and headcount is shrinking or there were layoffs.
Distance (10K) is a separate read on how long the lead can last. It doesn't change the score.
Distance
10K · edge: hard to leave
Strong ML detection with big-name customers, but trails Monte Carlo and the warehouses are building their own checks.
Sources: dataobservability.ai: Monte Carlo vs Anomalo (Monte Carlo the category leader) ↗ · Glassdoor review Aug 2026: catalogue players and warehouses building more offerings ↗
Watch-outs
Downsizing in 2026: a former employee's Aug 2026 Glassdoor review describes a big downsizing across many roles in 2026, and a Jul 2026 review cites chaotic leadership and strategy. Headcount is down 5-31% YoY depending on the source, and job postings fell 54.5% in 2026 to ~1 new role a month; the Ashby board shows 0 openings. No new priced round since the Nov 2024 extension.
Sources: Glassdoor reviews (Aug 6 2026 'downsizing' review; Jul 21 2026 leadership review) ↗ · Revelio Labs: headcount -4.6% YoY, postings -54.5% in 2026 ↗ · Dealroom: team -19% over past year ↗ · Anomalo Ashby job board: 0 open positions ↗
Open ops roles
No ops roles open right now
Last checked Oct 25, 2026