Embedded engineers who make your systems — and your AI — observable
AppCreative embeds senior AI and observability engineers in your team. They instrument, monitor and harden your production systems and the AI agents running inside them — in your sprints, your tools and your time zone.
7 Years of Outsourcing and Supplemental Staffing Experience
Platform-agnostic across Datadog, Grafana, OpenTelemetry, Splunk, New Relic, Dynatrace and Prometheus
You have observability tools. You don't have the hours to make them work.
Most teams already pay for two or three monitoring stacks. The alerts are noisy, the dashboards disagree, and incidents still start with someone asking, “Where do we even look?” Now AI agents are in production too, making decisions no one can trace. Your SREs are absorbing all of it without new headcount. That’s the gap we fill.
SYSTEM STATUS: NOISY
- Noisy, conflicting multi-stack alert loops
- Untraceable AI production agents
- Flat headcount vs. exponential data growth
What AppCreative Engineers Do
Observability engineering
Unify logs, metrics and traces with OpenTelemetry. Tune alerting so on-call hears signal, not noise. Cut mean time to resolution with correlated, cross-domain root-cause analysis.
AI engineering and LLM observability
Build LLM features and agents, then make them traceable: every prompt, retrieval, tool call, token and failure. Add the audit trail your risk and compliance teams require.
Engineering staff augmentation
Add one specialist or an embedded pod. You interview every engineer, direct the work and own the code.
Specialists, not a talent marketplace
We don’t match you with random platform freelancers. We build dedicated, integrated engineering partnerships designed for stability and high performance.
Meet the engineer you get
You interview and approve every person. The engineer in the interview is the engineer on your team. No bait-and-switch.
The same people stay
We plan for continuity, so the context your team builds doesn’t walk out the door. Our retention target per engagement is 18 months.
Platform-agnostic by design
We don’t resell any observability or infrastructure vendor. We recommend exactly what fits your stack and budget.
Embedded, not outsourced
Our engineers join your daily standups, your Slack channels, and your on-call rotation. They report directly to your internal tech leads.
Senior from day one
Engineers who have built, optimized, and run complex production systems at scale. No juniors learning on your active systems.
What Clients Say
From first call to first commit in 10 days
Tell us the gap
A 30-minute call about your stack, your incidents and what “fixed” looks like.
Meet your shortlist
We send matched engineers within 3 business days. You interview them to ensure perfect alignment with your roadmap.
Start with a trial
Short paid trials enable you to feel confident in engineer skill and fit without exposing you to large financial risk. If you are not fully satisfied with your matched engineer within the first 14 days, we will source an immediate replacement at no cost.
Scale or stay steady
Add engineers or a full product pod as needed. The core integration team stays put to preserve invaluable institutional knowledge.
Your stack is talking. Let's make sure someone's listening.
Tell us where visibility breaks down — a noisy alert pipeline, a migration to OpenTelemetry, or an AI agent nobody can audit. We’ll reply within one business day with a plan to move you forward.
- Detailed engineer assignment plan
- Direct access to systems experts
- Zero-obligation initial consult