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NeuronFeed

Luminal vs Modal

Which Infrastructure AI tool is better in 2026?

Luminal

Making AI run fast on any hardware

$5.8M

Modal

High-performance AI infrastructure with sub-second cold starts and instant autoscaling.

$1.2B

Side-by-side

Verdict

Modal leads on both fronts — more capital raised ($1.2B) and a lower entry price than Luminal.

Metric Luminal Modal
Taglinei Making AI run fast on any hardware High-performance AI infrastructure with sub-second cold starts and instant autoscaling.
Foundedi 2025 2021🏆
HQi San Francisco, US New York, US
Employeesi 1-10 51-200🏆
Neuron scorei 56 70🏆
Total fundingi $5.8M $1.2B🏆
Latest roundi Seed · Nov 2025 series-d · Oct 2026
Valuationi — $4.7B🏆
Cheapest paid plani Pricing not disclosed Pricing not disclosed🏆
Free plani ✗ ✗
Free triali ✗ ✗
Top tier pricei Pricing not disclosed Pricing not disclosed
Pricing summaryi Pricing not listed Freemium
Categoriesi

Capability matrix

Developer-facing capabilities and access signals for Luminal and Modal.

Capability Luminal Modal
MCP support ✗ ✗
Public API ✗ ✓
Webhooks ✗ ✗
OAuth 2.0 ✗ ✗
SDK languages — 1 (python)
Free plan ✗ ✗
Free trial ✗ ✗
Verified ✗ ✗
Active deal ✗ ✗

🟢 Strengths of Luminal

  • Newer company (2025)

🔵 Strengths of Modal

  • Has raised more capital ($1.2B vs $5.8M)
  • Higher Neuron score (70 vs 56)
  • More mature (2021)

Which should you choose?

Choose Modal if price matters most — it starts at Freemium, which is friendlier for teams watching burn. Both AI Infrastructure tools ship core features, so the cost delta often decides it for small teams and solo operators.

Choose Modal if you want the most established option — it has raised $1.2B, suggesting more runway for enterprise features, support, and long-term roadmap. For mission-critical workflows or larger teams, that stability often outweighs a lower monthly price.

Frequently asked questions

Luminal vs Modal — which is better?

It depends on your priority. Luminal is the leaner option; Modal is cheaper to start. See the side-by-side table above.

Is Luminal cheaper than Modal?

No — Modal's cheapest paid plan is Freemium, while Luminal's is Pricing not listed.

Do Luminal and Modal offer free plans?

Luminal: Paid only. Modal: Paid only.

Contextual paths to related AI startups, deals and rankings.