Candid Intelligence vs Lightkeeper
Candid Intelligence vs Lightkeeper, compared side by side on 9 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: Candid Intelligence is on 64/100 and Lightkeeper on 9/100.
Where each one leads
Candid Intelligence
- our overall score: 64/100 against 9/100
Lightkeeper
Leads on none of the measures we hold for both companies.
At a glance
| Measure | Candid Intelligence | Lightkeeper |
|---|---|---|
| What it is | AI agent system automating pre-construction engineering workflows for energy and industrial infrastructure projects. | Portfolio intelligence and analytics platform for investment managers, with AI-powered insights. |
| Category | Construction Tech, Energy Tech, Industrial Automation, AI Agents | Portfolio Intelligence, Investment Management, Data Analytics, AI |
| Sells toBusiness model | B2B | B2B |
| Offering | Software | Platform |
| Founded | 2022 | Not published |
| Headquarters | San Francisco, United States | Not published |
| Status | Active | Inactive |
Size, funding and growth
| Measure | Candid Intelligence | Lightkeeper |
|---|---|---|
| Employees | 113 | Not published |
| Headcount growthLast 12 months | +125.0% | Not published |
| Total funding | $207M | Not published |
| Latest round | Seed | Not published |
| Valuation | $1.5B | Not published |
| LinkedIn followers | 22,403 | Not published |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | Candid Intelligence | Lightkeeper |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 64/100 | 9/100 |
| Traction | 60/100 | Not published |
| Team | 60/100 | Not published |
| Community | 8/100 | Not published |
| Search visibility | 47/100 | 9/100 |
| Quality | 68/100 | Not published |
| Agent readinessHow well an AI agent can read and act on the site | D (51/100) | D (50/100) |
| Domain ratingLink authority, 0-100 | 11/100 | Not published |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | Candid Intelligence | Lightkeeper |
|---|---|---|
| CMS | Wix | Not detected |
| Open source | Yes | No |
Candid Intelligence vs Lightkeeper: common questions
Which is better, Candid Intelligence or Lightkeeper?
On our 0-100 score Candid Intelligence rates higher (64/100 against 9/100). 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 9 data points above: read the rows that match what you are buying for.
How do Candid Intelligence and Lightkeeper compare on the numbers?
Candid Intelligence leads on our overall score (64/100 against 9/100).
Read the full Candid Intelligence review and pricing or the Lightkeeper review and pricing. You can also browse other Candid Intelligence alternatives we track.