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Alloy.ai vs. Coefficient

Built from each tool’s researched, reviewed record. Figures are checked against public pricing pages at research time — always confirm current pricing with the vendor before buying.

The short version

Coefficient starts at $49 per seat, versus Alloy.ai at $1,531. Alloy.ai carries the higher aggregate rating (4.6/5 vs 4.4/5).

Full comparison

Alloy.aifrom $1,531 per month
Coefficientfrom $49 per month (Starter, flat); Pro is $99/user/month
Audyense Score61ASFair55AS*Fair
PositioningDemand and inventory control tower for consumer brandsSpreadsheet BI and data integration
Free tierNoYes
DeploymentCloud / SaaSCloud / SaaS
Best fitMid-market, EnterpriseStartup, SMB, Mid-market
Pricing plans
  • Base$1,531
  • FreeFree
  • Starter$49
  • Pro$99
  • EnterpriseCustom pricing
450+ data source integrationsYes—
AI Replenishment AgentYes—
AI Performance Reporting AgentYes—
Natural-language data analysis (Lens)Yes—
SKU-location level real-time monitoringYes—
Integrations verified450+—
Aggregate rating4.6 · 24 reviews4.4 · 182 reviews
Integrations—
SalesforceHubSpotNetSuiteQuickBooksSnowflakeLooker+3 more
Security & compliance
SOC 2 Type II
—
Pros
  • Recognized as a Leader in G2's Retail Analytics grid and High Performer in Demand Planning
  • High reported ease-of-use and support satisfaction from reviewers
  • No coding needed
  • AI automation
  • Familiar interface
Cons
  • Minimum one-year commitment across all tiers
  • Limited to spreadsheets
  • Performance at scale
Visit Alloy.ai ↗Visit Coefficient ↗