Case Studies / Artemis Ops
How Artemis Ops Cut Review Time by 20% with a Lean Team Using Optibot
A small construction-tech team turned massive, slow PRs into a non-issue — with AI handling first-pass reviews, surfacing critical issues instantly, and syncing context directly into Notion.
Faster Development Cycle
20%
Overall process speed improved — reviews, ticket turnaround, and merge flow.
Review Bottlenecks
0
Optibot reviews every PR instantly, even when the second engineer isn't available.
PRs Auto-Summarized & Synced
100%
Optibot's PR comments automatically flow into Notion — no manual cross-linking.
Faster Development Cycle
20%
Overall process speed improved.
Review Bottlenecks
0
Every PR reviewed instantly by Optibot.
PRs Auto-Synced to Notion
100%
No manual cross-linking needed.
See why engineering leaders at high growth companies use Optimal AI
"Not only is Optibot doing the work for us, it's making us stronger engineers too."
Sam Lee
CEO & Co-Founder, Artemis Ops
Artemis Ops builds software for the construction industry — automating compliance paperwork and workflow tracking for operators who don't have time for friction. The product was scaling; the engineering team was small. The bottleneck wasn't ideas. It was reviews.
By adopting Optibot as their AI code review agent, Artemis Ops eliminated review bottlenecks, cut their overall development cycle by 20%, and made every engineer stronger — without adding headcount.
Big PRs, Context Switching, and Reviewer Availability Slowed Everything Down
Artemis Ops tracked work in Notion and paired tickets with PRs. When code was "ready," it moved to review — where velocity stalled. PRs often ballooned to thousands of lines, and the review process couldn't keep up.
- Large, high-context PRs demanded deep, line-by-line attention — pulling engineers off their own work
- Reviewer availability created gaps — when the second engineer wasn't free, progress froze entirely
- Manual cross-linking between GitHub PRs and Notion tickets created extra clicks and review fatigue
"Some PRs were thousands of lines. We'd read through every single change. It took forever and pulled people off their own work."
Sam Lee
CEO & Co-Founder, Artemis Ops
The result: slower ticket turnaround, inconsistent review quality, and a team spending more time inspecting code than shipping improvements.
Optibot: AI Reviews, Auto-Summaries, and GitHub ↔ Notion Sync
Artemis Ops adopted Optibot to front-load signal and reduce human drag. Setup took minutes over Slack, and the team was reviewing with AI on day one.
Auto review on every PR
Optibot scans diffs immediately and flags the highest-risk changes first — so humans skim smarter, not harder.
Critical issue highlighting
Big, structural concerns surfaced in seconds. "The really big PRs have been great — it just highlights the six things we need to change."
Auto-summaries of changes
Clear overviews of what changed and why reduce "where do I start?" time and keep reviewers focused.
GitHub ↔ Notion sync
Optibot's PR comments flow directly into Notion tickets — no extra tab-hopping, no manual context copying.
"Optibot identifies big changes that could be a problem faster than we would. We still skim, but we rely on it to highlight the big issues or inefficiencies."
Sam Lee
CEO & Co-Founder, Artemis Ops
20% Faster Process, Fewer Interruptions, and Stronger Engineers
With Optibot handling first-pass review and pushing context into Notion, Artemis Ops saw measurable impact across their entire workflow:
- 20% faster overall development cycle — review, ticket flow, and merges
- Zero review bottlenecks — Optibot reviews every PR instantly, with or without a second engineer
- Fewer pull-offs — engineers are interrupted less to review others' work
- Faster ticket turnaround — PR comments sync automatically into Notion
- Better engineers — Optibot's feedback on redundancy and inefficient patterns raised the team's bar
"Having a system that can auto review was crucial for a small team. The onboarding was so smooth — done over Slack — and everyone said, 'Wait, that's so cool.'"
Sam Lee
CEO & Co-Founder, Artemis Ops
"Not only is Optibot doing the work for us, it's making us stronger engineers too."
Sam Lee
CEO & Co-Founder, Artemis Ops
The Impact in Numbers
Before and after metrics for Artemis Ops's team using Optimal AI
Real numbers verified by the leaders using the tech.
Metric
Before
After
Improvement
Overall Process Speed
Baseline — slow review and ticket flow
20% faster across review, ticket turnaround, and merges
Large PR Review Flow
Line-by-line reading for thousands-of-line diffs
AI highlights critical issues first; humans skim smarter
Reviewer Availability
Blocked when second engineer unavailable
Automatic review on every PR, any time
Ticket Turnaround
Manual cross-linking GitHub ↔ Notion
PR comments auto-sync to Notion tickets
Onboarding
N/A
Slack-based setup, live on day one
Cut cycle time by 50% and get visibility into engineering productivity
Start reviewing PRs faster, catching issues earlier, and shipping with confidence.
