ThoughtSpot vs Lightdash

Side-by-side comparison of model-estimated upside.

ThoughtSpot

+134%

est. 2Y upside i

AI & MLSeries D+

Rank

#115

Sector

Business Intelligence, Analytics, AI/ML

Est. Liquidity

~2Y

Data Quality

Data: Low

Despite a compelling product and large TAM, the job candidate's equity is highly speculative.

Last updated: July 21, 2026

Lightdash

-34%

est. 2Y upside i

Data & AnalyticsSeries B

Rank

#2999

Sector

Business Intelligence, Data Analytics, SaaS

Est. Liquidity

~3Y

Data Quality

Data: Medium

The equity is a lottery ticket at best: Lightdash has $11M ARR, only 6% YoY growth, and a $37.5M preferred stack above the $33M valuation, so the common stock is already underwater.

Last updated: August 3, 2026

Upside Comparison

Expected Upside

Disclaimer: These rankings are AI-generated estimates and do not constitute financial or career advice. Always conduct your own due diligence.