Overview
A full performance, cost and security assessment in 48 hours, across public cloud, private cloud and edge, with zero code changes. Read-only access, under 1% CPU overhead, no application data. It arrives with a savings number you can hold us to.
Where the money actually goes.
- Every dollar attributed down to the function, by service and region
- The biggest, reddest tiles are exactly where the money is going
- Each tile carries the number it would save you
The map your architecture diagram wishes it was.
- Services, dependencies and call paths auto-discovered from real execution
- Latency measured on every edge, the hot path called out
- No instrumentation, no code changes
Every background job, graded.
- Success rates, retries and tail latency for every background job
- Slow and high-failure tasks surfaced first
- The cost of each retry attached
Waste, with a monthly number attached.
- Underutilized instances and rightsizing opportunities, each with the exact monthly saving
- The list ranks itself: the first hour of cleanup pays for the quarter
- Enterprises waste 20–30% of cloud spend on capacity that sits idle
See cost. See performance. See risk.
- A composite grade across 16 domains, every gap priced in dollars
- Rank by NPV, not CVSS: breach-loss delta plus run-rate delta
- Regulatory timers (LGPD, GDPR, SEC, DORA, NIS2, CISA KEV) and signed, auditor-ready evidence
Ask your infrastructure anything.
- Reasons over kernel telemetry, billing data and service topology together
- Answers in plain language, with the evidence and the dollar figure attached
- Insight and chat modules are opt-in, per tenant
why did cost spike on tuesday?
etl.nightly_rebuild ran 4× after a schema change · +$1,912 · fix: dedupe trigger — saves $57k/yr
why did cost spike on tuesday?
etl.nightly_rebuild ran 4× after a schema change · +$1,912 · fix: dedupe trigger — saves $57k/yr
FINOPS FOR INFERENCE
Cost per token. Cost per GPU.
AI workloads are the fastest-growing line on the bill and the least attributed. We measure them at the source.
Inference cost attributed per model and per endpoint: cost per token, per request, per tenant.
Utilization, memory and power read directly at the agent, not estimated from the invoice.
Fleet-wide GPU capacity and headroom, so you know what you can serve before you buy more.
Route inference by performance per dollar and see what each routing decision saves.
HOW IT WORKS
From zero to a full assessment in 48 hours.
One-click setup
A read-only role is created in your account. AWS, Azure, Google Cloud, Oracle Cloud, or your own hypervisor. No credentials leave your environment.
One command, whole fleet
The kernel-level agent installs with a single command across the fleet. No SSH, no packages, no kernel modules. Overhead stays under 1% of one CPU.
Minutes to first insight, 48 hours to the full picture
Your cost-per-function heatmap populates within minutes and refreshes every 60 seconds. In 48 hours you have every resource, its real cost, where it's exposed, and a savings number.
SECURITY & COMPLIANCE
Enterprise-grade security. Zero risk to production.
A read-only billing role you control, revocable at any moment. We observe execution metrics, never application content.
AES-256 at rest, TLS in transit. Evidence is signed with RFC 3161 timestamps and kept in immutable, auditor-ready storage.
Aligned to SOC 2 (in progress), LGPD, NIST CSF 2.0 and CCPA: the same frameworks the security grade audits your estate against.
Granular permissions, TOTP multi-factor, SAML single sign-on and IP allowlisting. Enterprise identity from day one.
BEFORE YOU START
Before you start
Is this a monitoring tool?
No. It observes, reasons, and acts. It plugs into the tools you already have and surfaces what none of them were built to see together: the security, performance and capacity truth no single point tool is positioned to generate.
What access do you need?
A read-only billing role you can revoke at any moment, and an agent that observes execution metrics at the kernel: CPU, memory, I/O, network, stacks. Never application data.
Is the 48-hour assessment a pilot?
No. It is a standalone deliverable, and the fee is credited toward your first year.
What's next
Start with the 48-hour assessment or bring one workload. We agree the scope in the first conversation.