aiagentrank.io

Eightfold vs Magic.dev: 2026 comparison

AI talent intelligence — skills-based hiring, internal mobility, and workforce planning powered by deep learning.

⚙️OpsSemi-autonomousSubscription
RAGMemoryTool use

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

💻CodeAutonomousSubscription
CodeTool useMemory

Eightfold vs Magic.dev — specs

SpecEightfoldMagic.dev
Agent Rank67 / 100 (B)67 / 100 (B)
AutonomySemi-autonomousAutonomous
PricingSubscription · Free tierSubscription · Free tier
Open sourceNoNo
CapabilitiesRAG, Memory, Tool useCode, Tool use, Memory
Integrations3 apps2 apps
VerifiedVerifiedVerified
ReleasedFeb 2025May 2025

Categories: EightfoldOps · Magic.devCode

Agent Rank breakdown

Eightfold
Agent Rank
67/ 100
BB-tier
Autonomy fit
8
Capabilities
6
Integrations
2
Pricing value
9
Polish & maturity
5
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

Eightfold
Pros
  • +Skills-based matching is genuinely deeper than keyword-driven ATS search
  • +Strong on internal mobility — surfacing existing employees for new roles
  • +Used at Fortune 500 scale (Vodafone, Bayer, Capital One)
Cons
  • Long deployment timeline (3–6 months typical)
  • Pricing requires multi-year commitment
  • Best for companies committed to skills-first talent strategy
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

Eightfold
Talent Intelligence Platform
Custom
Mid-market and enterprise
  • +Skills-based matching
  • +Internal mobility
  • +Workforce planning
Recommended
Enterprise
Custom
Large enterprises
  • +Custom AI models
  • +Advanced analytics
  • +Dedicated CS
Magic.dev
Enterprise
Custom
Engineering teams
  • +Long-context model (100M+ tokens)
  • +Codebase-wide reasoning
  • +Custom deployment

Which one should you pick?

Eightfold

Pick Eightfold if its specific capabilities (RAG, Memory) match what you need.

Try Eightfold →
Magic.dev

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

Try Magic.dev →

Affiliate links. We may earn a commission at no extra cost to you.

Frequently asked

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

Pick Eightfold if its specific capabilities (RAG, Memory) match what you need. Pick Magic.dev if you want the highest autonomy and the verification loop is in place. Most working teams running both can use Eightfold for primary work and Magic.dev for the workflows where its specific strengths matter.

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

Both Eightfold 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, Eightfold or Magic.dev?+

Magic.dev is the more autonomous of the two (Autonomous vs Semi-autonomous). 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 →
← Build your own comparison