Cost
Tool definitions loaded on every call, context that grows without a ceiling, no per-agent budget. The bill triples and nobody can point at why.
Your agent demos beautifully and falls over in production.
The failure modes of distributed systems do not disappear because there is a model in the middle of them, and most teams shipping agents are discovering that the expensive way.
What breaks
Silence
No evals, so a wrong answer looks exactly like a right one. The system does not fail loudly. It fails quietly for six weeks.
Nobody on call
No tracing, no alerting, no runbook. When it goes down at 2am the founder is the on-call rotation.
Engagements
Discovery call
Free
What you're running and what breaks most often. No deck.
Working session
$500
One specific problem. Screen share, then a one-page written summary of what I'd do.
Agent Readiness Audit
$4,500
Written findings: what breaks, what it costs, what is unmonitored. Prioritized fix list with effort and impact. 60-minute readout with the engineering team.
Larger engagements
From $22,000
Production sprints and fractional retainers. Scoped to a named outcome.
Every engagement starts with the discovery call. Nothing above is billed until scope is named in writing.
Scale of work delivered
$3.4M
Annual operating cost eliminated in an accredited cloud
36,000
Engineering hours returned
1.405 PF
PetaFLOPS operated across 2,000+ servers, 8+ PB storage
9 years
Continuous infrastructure practice, 2017–present
Work delivered by the principal in prior roles, given here for scale; not past performance of Agen2ic LLC.
Federal capability
Cleared practitioner, not a cleared reseller.
We build and harden agentic AI inside accredited environments: Model Context Protocol deployment inside accredited boundaries, ATO artifacts, NIST SP 800-53 control mapping, assessor-ready evidence pipelines.
Principal holds an active TS/SCI with polygraph.
Personnel clearance held by the principal. Agen2ic LLC does not hold a facility clearance; classified performance is executed under a sponsoring prime's FCL.