Bottr vs LangSmith

Bottr describes itself as an AI operating system for organizations building agents for specific use cases. Its catalog lists 100+ agents across 15 categories, including customer support, document processing, finance, HR, IT, compliance, healthcare and banking. Teams can select agents, connect shared resources and data, and configure deployments; Bottr says production deployment can take under 30 minutes. A no-code visual editor, REST API and embed widget are available, with role-based access controls and audit logs. The platform lists GPT, Claude, Gemini, Llama, Kimi and DeepSeek, with model switching per agent and support for users' own keys. Deployment options include cloud, VPC or private environments, on-premise and air-gapped setups. Bottr lists 100+ integrations, including Salesforce, SAP, Zendesk, Slack, HubSpot, Jira, ServiceNow and Microsoft 365. Its support offering includes ongoing optimization, accuracy tuning, agent rollouts and a support channel. The Free tier and Bottr Unlimited are each listed at free; Unlimited is subject to a Fair Usage Policy. Bottr cautions that AI output may be inaccurate and recommends evaluation, including human review where appropriate.

LangSmith is a commercial agent-engineering platform for building, evaluating, deploying, monitoring, and improving AI agents. It supports offline evaluations on curated datasets and real-time scoring of production interactions. Evaluation methods include human review, heuristic checks, LLM-as-judge evaluators, pairwise comparisons, and custom Python or TypeScript evaluators. Annotation queues route runs to subject-matter experts for feedback that can calibrate evaluations, improve prompts, or augment datasets. The Playground compares prompt versions or model providers, and LangSmith chat can auto-improve prompts. Observability includes agent and retrieval tracing, token and general cost tracking, trajectory monitoring, online evaluations, and webhook or PagerDuty alerts. Traces can arrive through SDKs or an API from LangGraph, custom Python, or other stacks; SDKs are listed for Python, TypeScript, Go, and Java. Hosting ranges from cloud to hybrid and self-hosted Enterprise options. The Developer plan costs nothing, Plus costs $39 a month, and Enterprise pricing is custom.