Foglamp vs Thordata: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of Foglamp and Thordata — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.
Foglamp
Foglamp
Observability for AI agents: see the cost, latency, traces, and output quality of every LLM call with one SDK.
Key features
- Two-Line SDK Instrumentation: Wrap your model once and every generateText / streamText call is automatically instrumented.
- Per-Agent Spans and Spend: View per-agent spans, latency, and spend with the full call flow across orchestrator, researcher, writer, and critic.
- Evals: Score production traffic with code checks and LLM judges, including PII checks and pass-rate scoring.
- Distributed Traces: Waterfall every run with the exact prompt and response captured per span.
- Alerts: Set threshold rules on cost, latency, and error rate to catch problems early.
- Cost Intelligence: Know exactly what every call costs broken down by model, agent, and customer.
Best for
- Catching Cost Regressions: Detect a sudden 10x cost spike days after shipping before it drains the budget.
- Debugging Bad Output: Trace the exact prompt and response that produced a wrong or hallucinated answer.
- Quality Gating with Evals: Continuously score production traffic to verify agents stay accurate and PII-safe.
- Latency Monitoring: Alert when per-agent latency crosses a threshold so slow responses are caught fast.
- Per-Customer Spend Analysis: Break down LLM spend by customer and model to understand unit economics.
Thordata
Thordata
High-quality residential and datacenter proxy service for web data scraping with large IP pools and user-friendly management tools.
Key features
- Large Global IP Pool: Access to a broad network of residential IPs (marketing materials reference access to hundreds of millions of IPs) to reduce blocking and geolocation restrictions for scraping tasks.
- Zero-Code Management Dashboard: A user-friendly dashboard for provisioning, configuring, and managing proxy profiles without writing code, enabling teams to operate proxies quickly.
- Chrome Extension with Profiles: Browser extension that allows creation of unlimited profiles and one-click switching between them for browser-based scraping, testing, and account management.
- Precision Routing for Data Collection: Optimized routing and proxy selection designed to support seamless, continuous data collection with minimal disruption.
- Profile and Session Management: Tools to create, isolate, and switch sessions or profiles to simulate different users and reduce fingerprinting during automation.
- Competitive Subscription Plans: Multiple subscription and usage options aimed at providing cost-effective access to proxy services for different scale requirements.
- Stability and Performance: Emphasis on fast, stable proxy connections to improve success rates for scraping, monitoring, and automation tasks.