Your APM Shows the Problem. Inflight Shows the Solution.
The first platform that bridges observability and optimization. Connect your existing APM, simulate configuration changes safely, and get AI-powered recommendations you can actually trust—with evidence for every suggestion.
The Complete Optimization Loop
Building toward fully automated, closed-loop optimization
What Makes Inflight Different
APMs tell you what's happening. Inflight tells you what to do about it—and lets you validate the change before it ever touches production.
Works With Your APM
Not another monitoring tool—Inflight connects to Dynatrace, Datadog, New Relic, or SigNoz and builds intelligence on top of what you already have.
Multi-Fidelity Simulation
Four simulation modes adapt to your needs: fast statistical models for quick checks, full discrete-event simulation for complex changes, with automatic fidelity escalation when confidence is low.
AI-Powered Multi-Candidate Optimization
Compare multiple configuration candidates with Pareto frontier analysis. Policy gates enforce tier-based acceptance criteria. Pluggable optimizer strategies for different workloads.
Zero-Touch Service Discovery
Ultra-lightweight agent (~5MB) auto-discovers JVM and Go configurations from your pods. Automatic detection of GC settings, heap sizes, GOGC, and resource limits—no manual configuration needed.
3-Tier Intelligent Storage
Hot tier for real-time queries, warm tier for analytics, cold tier for long-term retention. Database-driven normalization rules with anomaly detection and gap interpolation.
Continuous Model Calibration
Models continuously learn from production metrics with drift detection. Backtester validates predictions against historical data. Governance system tracks parameter changes with full audit trail.
From Observability to Action
Five steps from connecting your existing tools to deploying optimizations you can trust
Alert Lifecycle Management
Centralized alerting across Metrics Collector, Simulator & AI Advisor
Connect Your APM
Link your existing monitoring tools. No new agents, no code changes—just connect and go.
Learn Your Patterns
Inflight studies your service behavior and builds models specific to how your applications actually run.
Simulate Safely
Test any configuration change against your real workload patterns—without touching production.
Get Recommendations
Receive AI-powered guidance with clear reasoning and evidence for every suggestion.
Deploy Automatically
Approved changes that meet quality thresholds are deployed automatically in a closed loop.
The Complete Platform
Five purpose-built services working together to deliver runtime-agnostic optimization with full observability across your entire stack.
Inflight Agent
Ultra-lightweight sidecar (~5MB) for service registration with automatic JVM/Go configuration discovery.
Key Features
- Zero APM dependencies—registration only
- Auto-detect JVM config (GC, heap, flags)
- Auto-detect Go config (GOGC, GOMEMLIMIT, GOMAXPROCS)
- Kubernetes pod-spec discovery for resources
- Heartbeat-based lease management
- Multi-APM registration support
Metrics Collector
Multi-APM aggregation hub with 3-tier storage (hot/warm/cold), intelligent normalization, and anomaly detection.
Key Features
- 3-tier storage architecture (hot/warm/cold)
- Database-driven normalization rules (runtime configurable)
- Intelligent anomaly detection
- Service profile assignments for metric contracts
- Quality scoring with completeness tracking
- Real-time metric ingestion
Simulator
Multi-fidelity prediction engine with 4 simulation modes, continuous model calibration, and governance-driven validation.
Key Features
- 4 fidelity modes: Statistical → Hybrid → Full DES → Degraded
- Discrete event simulation engine
- Model calibration with drift detection
- Gap detection with automatic interpolation
- Backtester for rolling-origin model validation
- Platform-aware safety (Kubernetes, Cloud Run limits)
AI Advisor
Intelligent orchestration layer with multi-candidate optimization, policy gates, and fidelity escalation.
Key Features
- Multi-candidate comparison with Pareto frontier
- Fidelity escalation for low-confidence predictions
- Policy gates with tier-based acceptance criteria
- Pluggable optimizer strategy registry
- Knowledge base with provenance tracking
- Runtime extractors: JVM, Go, Dependency, Queue
Monitoring Service
Central alert clearinghouse providing lifecycle management and deduplication across all subsystems.
Key Features
- Alert lifecycle: OPEN → ACK → CLOSED
- Automatic deduplication via correlation keys
- Multi-component alert aggregation
- Audit fields for acknowledgment/resolution
- HTTP client SDK for all services
See Inflight in Action
Experience the power of data-driven JVM optimization with interactive demos
Live Metrics Visualization
Baseline Metrics: Current service configuration showing elevated latency and suboptimal throughput under load. Metrics normalized from APM provider.
Simulation Guidance Report
APPROVE - All safety thresholds met. Heap expansion from 4GB to 6GB predicted to reduce GC pause times by 35% with minimal risk.
92.3%
94%(needs ≥90%)
Safety Verdict Summary
Critical Thresholds
Benefits for Every Team
Inflight delivers value across your entire organization, from developers to operations to business stakeholders.
For Engineering Teams
End the Trial-and-Error Cycle
Stop deploying changes and hoping for the best. Know the likely outcome before you commit.
Understand, Don't Just Follow
Every recommendation shows its reasoning. You decide what makes sense for your context.
Work with What You Have
No new agents or instrumentation. Inflight builds on your existing APM investment.
For Platform Teams
One View, Any APM
Teams using different monitoring tools? See normalized insights across all of them.
Any Runtime, Same Workflow
Java, Go, or whatever comes next—consistent optimization process across your stack.
Full Decision History
Track what was recommended, what was deployed, and how it performed over time.
For Business
Informed Resource Decisions
Understand how configuration changes affect resource usage before committing spend.
Safer Deployments
Validated changes mean fewer surprises in production and less firefighting.
Faster Time to Optimization
Move from 'we should tune this' to 'here's a validated recommendation' in less time.
Simple, Transparent Pricing
Choose the plan that fits your team. All plans include core platform features with no hidden fees.
Starter
For small teams getting started with service optimization
- Up to 5 services
- Java & Go runtime support
- 1 APM provider integration
- Basic simulation engine
- Email support
- 7-day metric retention
Professional
For growing organizations with polyglot architectures
- Up to 25 services
- All supported runtimes
- 3 APM provider integrations
- Advanced simulation with Deep Path
- AI-powered recommendations
- Priority support
- 30-day metric retention
Enterprise
For large organizations with custom requirements
- Unlimited services
- All runtimes + early access to new ones
- All APM providers (Dynatrace, Datadog, New Relic, SigNoz)
- Full simulation capabilities
- Custom LLM deployment
- Dedicated support
- Unlimited metric retention
- SSO & RBAC
All plans include a 14-day free trial. No credit card required.
Stop Guessing. Start Knowing.
See what Inflight can do with your observability data. Connect your APM and get your first recommendations.
No credit card required. Start optimizing in minutes.