KnuEdge vs Lightelligence
KnuEdge vs Lightelligence, compared side by side on 11 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: KnuEdge is on 52/100 and Lightelligence on 69/100.
Where each one leads
KnuEdge
Leads on none of the measures we hold for both companies.
Lightelligence
- our overall score: 69/100 against 52/100
- funding raised: $221M against $100M
At a glance
| Measure | KnuEdge | Lightelligence |
|---|---|---|
| What it is | Pioneering supercomputing architecture for scientific discovery and AI development. | Develops optical chips and software for AI computing, accelerating computations with light. |
| Category | Supercomputing, AI Infrastructure, Research & Development, Voice AI | AI Hardware, AI Chip, Photonic Chip Design, Neuromorphic Computing |
| Sells toBusiness model | B2B | B2B |
| Offering | Software | hardware | services | Hardware | software | platform |
| Founded | 2005 | 2017 |
| Headquarters | San Diego, United States | Waltham, United States |
| Status | Inactive | Active |
Size, funding and growth
| Measure | KnuEdge | Lightelligence |
|---|---|---|
| Employees | Not published | 73 |
| Headcount growthLast 12 months | Not published | +18.3% |
| Total funding | $100M | $221M |
| Latest round | Private Equity | Series C |
| Valuation | Not published | $1.1B |
| LinkedIn followers | Not published | 7,846 |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | KnuEdge | Lightelligence |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 52/100 | 69/100 |
| Traction | Not published | 59/100 |
| Team | 12/100 | 70/100 |
| Community | Not published | 8/100 |
| Search visibility | Not published | 37/100 |
| Quality | Not published | 78/100 |
| Agent readinessHow well an AI agent can read and act on the site | Not published | F (37/100) |
| Domain ratingLink authority, 0-100 | Not published | 38/100 |
KnuEdge vs Lightelligence: common questions
Which is better, KnuEdge or Lightelligence?
On our 0-100 score Lightelligence rates higher (69/100 against 52/100). 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 11 data points above: read the rows that match what you are buying for.
How do KnuEdge and Lightelligence compare on the numbers?
Lightelligence leads on our overall score (69/100 against 52/100), funding raised ($221M against $100M).
Read the full KnuEdge review and pricing or the Lightelligence review and pricing. You can also browse other KnuEdge alternatives we track.

