Technology
LLM Observability
LLM Observability implementation for production software delivery with clean architecture, maintainability, and predictable rollout. Built for Australia teams with APAC overlap (AEST/AEDT-friendly).
Best For
Ideal use cases
Teams shipping AI features that must stay reliable over time
Products needing visibility into cost, latency, and quality
Systems requiring regression checks for prompt/model changes
What We Build
Projects we deliver
Tracing and structured logging for AI workflows
Eval suites and regression gates
Dashboards for quality, cost, latency, and failure modes
Ecosystem
Compatible tools & integrations
Seamless Integrations
Works with your existing stack
Use Cases
Recommended use cases
RAG assistants with retrieval diagnostics
Tool-calling agents with action auditing
Scaling AI features post-launch without surprise regressions
Delivery
How we deliver
We instrument end-to-end workflows so failures are diagnosable, not mysterious.
Evals are designed to run in CI with thresholds that match business goals.
Monitoring includes cost/latency controls for production predictability.
FAQ
Frequently asked questions
Basic tracing and a small eval set often pay off quickly, especially when AI affects customers or cost.
Yes. We can add tracing and evals without rewriting your product, then expand coverage over time.
Quality, latency, cost, retrieval relevance, tool-call correctness, and safety events—tailored to your workflow.
AI
Add AI on top of this stack
Two common AI services that pair well with this technology, plus a fixed-scope gig to start quickly.
Related
Explore related technologies
Regional
Delivery considerations for your region
Compliance & Data (AU)
For Australian teams, we keep privacy and data-handling explicit: access boundaries, safe logging, and clear retention policies.
We can support residency-sensitive designs (where feasible) and document data flows for stakeholder review.
- Privacy Act-aware delivery posture (generic, no legal claims)
- Documented data flows and access boundaries
- Retention/deletion options where required
- PII-safe logging and least-privilege defaults
- NDA and DPA templates available on request
Timezone & Collaboration (APAC)
We support APAC collaboration with AEST/AEDT-friendly meeting windows and async progress updates.
We keep momentum with weekly milestones, crisp priorities, and predictable release planning.
- APAC overlap with AEST/AEDT windows
- Async-first updates and written decisions
- Weekly milestone demos and scope control
- Release planning with staged rollouts
- Clear escalation path for blockers
Engagement & Procurement (AU)
We can structure engagements with clear scope, milestones, and invoicing that fits common procurement expectations.
If you need a lightweight vendor onboarding pack, we can provide delivery process notes and security posture summaries.
- AUD-based engagements and invoicing options
- Milestone-based billing for fixed-scope work
- Time-and-materials for evolving scope
- Procurement-friendly documentation on request
- Optional paid discovery to de-risk delivery
Security & Quality (APAC)
With APAC teams, async clarity matters: written decisions, stable releases, and test coverage that prevents regressions.
We use performance budgets and release checklists so handoffs stay smooth across timezones.
- CI-friendly testing: unit + integration + smoke tests
- Performance budgets + bundle checks
- Release checklist + rollback plan for production launches
- Security checklist for auth and sensitive data flows
- Observability hooks (logs + error tracking) ready for production
Want to scope this properly?
Book a page call with Australia timezone overlap (APAC overlap (AEST/AEDT-friendly)). AUD-based engagements.
Reply within 2 hours. No-pressure consultation.