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Glean vs Numeric: 2026 comparison

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

⚙️OpsAssistantSubscription
RAGMemoryTool use

AI controller — autonomous month-end close, reconciliations, flux analysis and variance commentary.

⚙️OpsSemi-autonomousSubscription
Tool useMemoryRAG

Glean vs Numeric — specs

SpecGleanNumeric
Agent Rank80 / 100 (A)67 / 100 (B)
AutonomyAssistantSemi-autonomous
PricingSubscription · Free tierSubscription · Free tier
Open sourceNoNo
CapabilitiesRAG, Memory, Tool useTool use, Memory, RAG
Integrations6 apps3 apps
VerifiedVerifiedVerified
ReleasedFeb 2025Feb 2025

Categories: GleanOps · NumericOps

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?

Numeric
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?

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
Numeric
Pros
  • +Close-cycle time reduction of 30–50% at deployed customers
  • +Variance commentary drafting saves the controller hours per close
  • +Auditable trail of every AI-generated journal entry suggestion
Cons
  • Best for teams already using NetSuite / Sage Intacct
  • Semi-auto only — humans must approve before posting
  • New product (2024 launch); customer reference list still building

Pricing

Glean
Recommended
Enterprise
Custom
Enterprises 200+ employees
  • +Unified search across 100+ apps
  • +Work assistant + custom agents
  • +SSO + enterprise data isolation
Numeric
Growth
Custom
Mid-market finance teams
  • +Close automation
  • +Reconciliations
  • +Flux analysis
Recommended
Enterprise
Custom
Large finance orgs
  • +Everything in Growth
  • +Multi-entity consolidation
  • +Custom workflows
  • +SSO

Which one should you pick?

Glean

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

Try Glean →
Numeric

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

Try Numeric →

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Frequently asked

Should I pick Glean or Numeric in 2026?+

Pick Glean if your stack spans many tools and integration depth is the constraint. Pick Numeric 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 Numeric for the workflows where its specific strengths matter.

What's the price difference between Glean and Numeric?+

Both Glean and Numeric 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 Numeric?+

Numeric is the more autonomous of the two (Semi-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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