ISOTOPE
Solutions/AI for internal operations
# 06 / Solution / Internal operations

The unromantic AI.
The kind that pays rent.

Agents wired into the way your team already operates — engineering, product, ops, people, finance, legal, IT. Ten capabilities, CI-native, role-gated, audit-logged.

All solutions
  • 01AI documentation systems
  • 02AI knowledge management
  • 03AI meeting intelligence
  • 04AI internal search
  • 05AI IT helpdesk
  • 06AI DevOps / AIOps
  • 07AI QA automation
  • 08AI procurement analysis
  • 09Multimodal document intelligence
  • 10AI agents for developers
# org · ai layer10 agents
# 01Engineeringcode-review · qa · devops
# 02Productmeeting · docs · search
# 03Operationsprocurement · helpdesk
# 04People / HRknowledge · onboarding
# 05Financespend · contracts
# 06Legaldoc-intel · review
# 07IThelpdesk · aiops
// agents are ci-native● gated by role

Ten agents.
Wired into the way your
team already operates.

Internal operations is where AI gets unromantic — and where it pays the rent. Agents that draft runbooks, triage tickets, summarize meetings, watch spend, and ship test cases. CI-native, role-gated, audit-logged.

# 01AI documentation systems

Auto-drafted runbooks, RFCs, change logs. Reads the repo, the tickets, the calls. Writes what an engineer would have written.

rfc · runbook · changelog
# 02AI knowledge management

Single retrieval surface across Notion, Confluence, Slack, GDrive. Permissioned per source. Citation per answer.

notion · confluence · slack
# 03AI meeting intelligence

Calls in. Action items out — tagged, owned, in the project tracker. The synopsis is a side effect of the work, not the work itself.

transcribe · extract · post
# 04AI internal search

Search that knows the difference between a wiki, a ticket, and a Slack thread. Ranked by recency, role, and what your team already opens.

rank · permission · audit
# 05AI IT helpdesk

Tier-1 auto-resolution across access, hardware, app issues. Escalates to humans with a clean brief — and the change calendar context.

resolve · escalate · brief
# 06AI DevOps / AIOps

Incident triage, runbook execution, oncall summary. Reads the alerts; correlates them; pages the right service. No human paging another human.

triage · correlate · page
# 07AI QA automation

Test generation from PRDs, regression triage, flake detection. The test suite becomes a living spec the agent maintains alongside engineering.

generate · triage · flake
# 08AI procurement analysis

Spend deduplication, contract renewal radar, vendor-risk score. Reads the GL, the contracts, the renewal calendar.

spend · renewal · risk
# 09Multimodal document intelligence

Extraction and reasoning over the hardest internal doc sets — scans, slides, mixed languages, redactions. Page-level audit.

ocr · reason · audit
# 10AI agents for developers

Code-review co-pilot tuned to your codebase, PR triage, doc-string maintenance. Lives in CI; writes to the PR; never opens a chat tab.

review · triage · ci-native
# 03 / Selected work

Three engagements.
Three honest numbers.

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

AI IT helpdesk for a 4,200-seat engineering org.

Tier-1 auto-resolution across access, hardware, and app issues. 64% deflection on a 14-day SLA. Escalates with a 2-line brief plus the relevant change-calendar entry.

Deflection
64%
Shipped
12 days
CASE · 02Enterprise · Fortune 500
BEFORE · 1480MSAFTER · 120MSP95 INFERENCE LATENCY · N=8.4M

AI knowledge management across 14 systems.

Single retrieval surface across Notion, Confluence, Slack, GDrive, ServiceNow, Jira, and 8 vertical systems. Permissioned per source. Citation per answer. Reindex SLO 4h.

Sources
14
Reindex SLO
4 hours
CASE · 03Logistics · Series C
AGENT TOPOLOGY · 7 NODESinplanretrcallverifyoutVERIFICATION-GATED · TOOL CALLS Q3

AI QA automation tied to a release pipeline.

PRDs → test cases → regression triage. Flake detection prevented 41% of false-fail-driven rollbacks in the first quarter post-launch.

Flake reduce
41%
Shipped
15 days
# 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
[email protected]SF · RemoteReply in 24h