ISOTOPE
Solutions/AI infrastructure & LLMOps
# 04 / Solution / Infrastructure & LLMOps

The operating
layer for production agents.

Observability, evals, prompt management, orchestration, memory, inference, edge, RAG governance, AI security. The stack we run our own engagements on — installable for teams that need to run their own.

All solutions
  • 01AI observability
  • 02Evaluation pipelines
  • 03Prompt / version mgmt
  • 04Agent orchestration
  • 05AI memory systems
  • 06Private inference
  • 07Edge AI deployment
  • 08RAG governance
  • 09AI security tooling
~/isotope/ops/tail.loglive · 06h 14m
[200] eval.pass · 73.4ms · pod-01 · agent.support.v0.4
[200] eval.pass · 121.7ms · pod-01 · agent.dispatch.v0.2
[200] eval.pass · 88.1ms · pod-02 · agent.underwrite.v1.1
[200] eval.pass · 96.0ms · pod-02 · agent.codereview.v0.3
[400] eval.fail · 612.4ms · pod-03 · agent.tier1.v0.7
[200] eval.pass · 58.8ms · pod-01 · agent.helpdesk.v0.5
[200] eval.pass · 143.0ms · pod-02 · agent.invoice.v0.2
[200] eval.pass · 67.2ms · pod-01 · agent.support.v0.4

Nine capabilities.
The eng work behind the agents.

The Precision pillar made concrete. Every production agent we ship runs on top of this stack — and every piece of the stack can be installed standalone for teams that have agents but no operating model around them.

# 03 / Selected work

Three engagements.
Three honest numbers.

View archive
CASE · 01B2B SaaS · Series C
CUSTOM EVAL HARNESS · v0.470 PROMPTS × 5 MODELS · ■ PASS · ■ FRONTIER

Eval pipeline + observability for a 9-agent platform.

Custom eval harness on 220 real-traffic prompts × 4 model variants. Caught a 14% accuracy regression on a routine model swap before deploy.

Coverage
94%
Shipped
9 days
CASE · 02Healthcare · Series B
BEFORE · 1480MSAFTER · 120MSP95 INFERENCE LATENCY · N=8.4M

RAG governance with row-level permissions.

HIPAA-bound retrieval over 4.2M clinical docs. Citation-required outputs. Permissions enforced at row level, audit log per query. Reindex SLO under 90 minutes.

Permission rows
4.2M
Reindex SLO
90 min
CASE · 03Logistics · Series C
AGENT TOPOLOGY · 7 NODESinplanretrcallverifyoutVERIFICATION-GATED · TOOL CALLS Q3

Edge AI deployment for 320 warehouse sites.

Self-hosted inference at the edge with OTA model updates and drift detection. p95 inference budget held at 120ms across the fleet.

Sites
320
p95 budget
120 ms
# Engage

Let's talk growth.

30-minute scoping call. You leave with a written scope and a target ship date — or with an honest “we're not the right firm.”

Send brief
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