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Glean vs Magic.dev: 2026 comparison

Enterprise AI worker — unified search, work assistant, and custom agents grounded in your company knowledge.

⚙️OpsAssistantSubscription
RAGMemoryTool use

Autonomous AI engineer trained on long contexts — handles hour-long coding sessions without losing track.

💻CodeAutonomousSubscription
CodeTool useMemory

Glean vs Magic.dev — specs

SpecGleanMagic.dev
Agent Rank80 / 100 (A)67 / 100 (B)
AutonomyAssistantAutonomous
PricingSubscription · Free tierSubscription · Free tier
Open sourceNoNo
CapabilitiesRAG, Memory, Tool useCode, Tool use, Memory
Integrations6 apps2 apps
VerifiedVerifiedVerified
ReleasedFeb 2025May 2025

Categories: GleanOps · Magic.devCode

Agent Rank breakdown

Glean
Agent Rank
80/ 100
AA-tier
Autonomy fit
7
Capabilities
6
Integrations
10
Pricing value
9
Polish & maturity
6
Verifiability
10

Auto-computed from autonomy, capabilities, integrations, pricing, maturity and editorial verification. Updated every deploy. How is this computed?

Magic.dev
Agent Rank
67/ 100
BB-tier
Autonomy fit
9
Capabilities
6
Integrations
2
Pricing value
9
Polish & maturity
4
Verifiability
10

Auto-computed from autonomy, capabilities, integrations, pricing, maturity and editorial verification. Updated every deploy. How is this computed?

Pros & cons

Glean
Pros
  • +Single best enterprise knowledge agent in 2026 — instant grounding in your company data
  • +Custom Agents (Glean Agents) let teams build internal workflows without code
  • +Strong permission-aware retrieval — agents see only what users are allowed to
Cons
  • Enterprise-only — typically $50K+ ACV minimum
  • Initial connector setup takes weeks for full coverage
  • Pricier than ChatGPT Enterprise on a per-seat basis
Magic.dev
Pros
  • +Unique long-context model — can hold an entire mid-sized repo in one session
  • +Strong on cross-cutting refactors that other agents struggle with
  • +Funded at frontier-lab levels — engineering muscle behind the product
Cons
  • Enterprise pricing — no public per-seat tier
  • Newer entrant — fewer customer references than Devin or Cursor
  • Best for very large codebases; overkill for solo + small-team work

Pricing

Glean
Recommended
Enterprise
Custom
Enterprises 200+ employees
  • +Unified search across 100+ apps
  • +Work assistant + custom agents
  • +SSO + enterprise data isolation
Magic.dev
Enterprise
Custom
Engineering teams
  • +Long-context model (100M+ tokens)
  • +Codebase-wide reasoning
  • +Custom deployment

Which one should you pick?

Glean

Pick Glean if your stack spans many tools and integration depth is the constraint.

Try Glean →
Magic.dev

Pick Magic.dev if you want the highest autonomy and the verification loop is in place.

Try Magic.dev →

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Frequently asked

Should I pick Glean or Magic.dev in 2026?+

Pick Glean if your stack spans many tools and integration depth is the constraint. Pick Magic.dev if you want the highest autonomy and the verification loop is in place. Most working teams running both can use Glean for primary work and Magic.dev for the workflows where its specific strengths matter.

What's the price difference between Glean and Magic.dev?+

Both Glean and Magic.dev start in the same pricing range (Subscription · Free tier vs Subscription · Free tier). Total cost of ownership depends on your team size and volume — see the TCO calculator for your specific math.

Which is more autonomous, Glean or Magic.dev?+

Magic.dev is the more autonomous of the two (Autonomous vs Assistant). Higher autonomy ships throughput faster but requires verification loops in place — see our autonomous-vs-copilot framing for when each tier wins.

Want the real monthly cost at your volume? Run the TCO calculator →
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