Lattice Ops vs SpendByTeam

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Lattice Ops compared with SpendByTeam
Detail	Lattice Ops	SpendByTeam
What it does	Agentic operations platform for digital marketing with automated workflows, knowledge bases, and predictive optimization	Track AI coding spend by team, project and client without proxying code or prompts
Stage	MVP	Not given
Founded	Not given	Not given
Based in	Not given	Not given
Pricing model	Freemium	Freemium
Pricing	Agency plan: $5,000 per month (free during private beta for 10 agencies). Includes 368,000 credits per month, unlimited seats and clients. Free tools available without account or payment.	Free: up to 3 developers, $0 forever. Team: $7 per active developer/month (billed monthly) or $5.60/month (billed yearly). Agency: $10 per active developer/month (billed monthly) or $8/month (billed yearly). Business: Custom annual contract. All paid plans include 14-day free trial, no card required
Key features	AI specialists with custom roles and knowledge bases Compartmentalized living RAG knowledge bases Visual workflow builder with triggers, nodes, and logic Predictive CRO test generation and simulation Multi-model orchestration across Anthropic, OpenAI, Google, and Groq Image and video generation from brand knowledge Chrome plugin to capture web content Per-run cost tracking and usage dashboard Workflow export and import as JSON	Per-developer, per-project and per-team spend visibility Team and project budgets with alerts Client grouping and monthly PDF reports for agencies Cost per PR and per ticket attribution Multi-month spend history Anonymous mode for developer names CSV export No code or prompt interception Organization-wide rollout with managed settings Two-minute install via single npx command
What makes it different	Built specifically for marketing teams with first-class CRO, SEO, and content workflows Model-neutral platform supporting multiple LLM providers without vendor lock-in Knowledge that compounds and grows with use instead of resetting each session Cost transparency with per-run estimates and usage dashboards by model and user Full data ownership with compartmentalized storage and export capability	Charges per developer only, never a percentage of AI spending Tracks costs without proxying code or prompts Supports client billing and invoicing for agencies Active developer count settled monthly with no surprise prorations Data continues ingesting through trial and after plan selection
Community votes	0	0
DR (Domain Rating by Ahrefs)	10 no change since last check	Not checked yet no change since last check
Trust Flow (Majestic)	0	0
Citation Flow (Majestic)	14	0
Referring domains (Majestic)	1	0

5 details filled in for both companies.

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