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OpenLIT vs Lattice Ops

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

OpenLIT compared with Lattice Ops
DetailOpenLIT logo OpenLITLattice Ops logo Lattice Ops
What it doesOpen-source agent harness engineering platform built on OpenTelemetry Agentic operations platform for digital marketing with automated workflows, knowledge bases, and predictive optimization
StageStartup MVP
Founded2024 Not given
Based inIN Not given
Pricing modelOpen source Freemium
PricingOpen source (Apache 2.0): Free self-hosted with unlimited usage. Enterprise Edition: Contact sales for pricing. Cloud: Coming soon. 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.
Key features
  • OpenTelemetry-native LLM tracing for every call, tool, and retrieval
  • Agent evals with LLM-as-a-judge and heuristics
  • Prompt Hub for versioning and deployment without code changes
  • Guardrails for prompt injection, jailbreak, and sensitive topic detection
  • Vault for encrypted API key management
  • OpenGround for side-by-side LLM model comparison
  • GPU monitoring for utilization, memory, temperature, and power
  • Coding agent observability for Claude Code, Codex, and Cursor
  • Cost tracking and latency monitoring
  • 56+ integrations with LLMs, frameworks, and vector databases
  • 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
What makes it different
  • Self-host free forever under Apache 2.0 with unlimited usage and no per-trace fees
  • OpenTelemetry-native traces exportable to Grafana, Datadog, or any OTLP backend
  • Zero-code instrumentation with eBPF controller, native SDKs, or GPU collector
  • Unified platform for traces, evals, guardrails, and prompts on the same production data
  • Full data ownership and no vendor lock-in with exportable OpenTelemetry traces
  • 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
Community votes00
DR (Domain Rating by Ahrefs)65 no change since last check10 no change since last check
Trust Flow (Majestic)230
Citation Flow (Majestic)3914
Referring domains (Majestic)4831

6 details filled in for both companies.

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