Trace, debug, and improve reliable Agents.

Agent observability for real business operations: inspect triggers, model and tool calls, delivery results, failures, and cost in one operating loop.

Monitor Agent Runs · workflow

01Open the activity surface
02Review the run context
03Improve the workflow
sandbase runs inspect --latest
Evidence layers
4
Replay events
6
Operating loop
1

Complete run evidence for Agents delivering real work.

This public view uses representative data only. Your real sessions, activities, and run history remain in the authenticated Console.

RUN STATUS

Running, queued, completed, and failed

EXECUTION TRACE

Models, tools, retries, and latency

DELIVERY PROOF

Result, destination, and delivery state

OPERATING LOOP

Move from evidence back to configuration

sandbase runs inspect --latest

Turn every run into inspectable execution evidence.

Follow models, tools, and actions across the timeline. Select any event to inspect its inputs, outputs, latency, cost, and failures.

One SDK. Many Agent frameworks.

Keep your existing Agents. Add the SandBase SDK once to collect run traces, evaluation results, and monitoring data in one place.

OpenAI Agents SDK

Agent SDK

AutoGen

Microsoft

CAMEL-AI

Multi-Agent Framework

CrewAI

Agent Platform

LlamaIndex

Agent Workflows

LangChain

Agent Framework

Analytics · Evals · Monitoring

Track spending across every Agent and model.

Align tokens, live model pricing, and Agent ownership for every call to reveal cost growth and optimization opportunities.

Model cost

GPT-5.6 Sol$0.79Input cost $0.59 · Output cost $0.20
Claude Sonnet 4.6$0.28Input cost $0.05 · Output cost $0.23
Gemini 3.7 Flash$0.16Input cost $0.04 · Output cost $0.12

Agent cost trend

Research Analyst$0.48 → $0.18
Renewal Risk$0.92 → $0.26
Support Triage$1.44 → $0.39
Market Brief$1.58 → $0.44
Incident Response$2.14 → $0.61
Token usage

Inspect input and output tokens by Agent, model, and run.

Cost attribution

Attribute live model prices to the exact Agent, task, and run.

Optimization opportunities

Compare base and optimized versions to find savings without sacrificing delivery quality.

Need help operationalizing your Agents?

SandBase FDEs work with your product, engineering, and operations teams on production design, integration, and launch validation.

Design the operating system

Define traces, evals, cost, alerts, and audit standards so the team knows whether every run truly completed delivery.

Discuss monitoring

Integrate production systems

Connect existing Agents, frameworks, and business systems to SandBase, then validate them with real runs.

Plan production integration
Open Activities

Use the evidence to improve the next run.

Take cost, failures, and execution detail back to the Agent configuration or its schedule.