Lattice Ops vs OptScale AI

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 OptScale AI
Detail	Lattice Ops	OptScale AI
What it does	Agentic operations platform for digital marketing with automated workflows, knowledge bases, and predictive optimization	Intelligent AI gateway for cost control, access governance, and data sovereignty across LLM and MCP interactions
Stage	MVP	Established
Founded	Not given	2016
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.	Not given
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	Intelligent gateway with smart routing across LLMs, local models, and MCP servers Role-based access control and department-level billing AI ROI & Impact: connect spending to business outcomes through outcome connectors OpenAI API-compatible drop-in integration with less than 2ms overhead Local model hosting and data residency controls
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	Built on 10+ years of FinOps expertise with proven enterprise trust (Airbus, Nokia, T-Systems, DHL, PwC) Sub-2ms gateway overhead with no code changes required via OpenAI API compatibility
Community votes	0	0
DR (Domain Rating by Ahrefs)	10 no change since last check	15 no change since last check
Trust Flow (Majestic)	0	14
Citation Flow (Majestic)	14	25
Referring domains (Majestic)	1	22

5 details filled in for both companies.

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