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// case study · smart link logistics (masa kal) · software delivery

Same MVP.
About 60% less to build it.

Smart Link Logistics started their product the classic way — a human development team building a proof of concept. The rebuild runs on OpsAgents Autopilot: humans own the core, agents carry the grunt work. The project cost dropped by roughly 60%.

0
≈ lower project cost vs the human-team baseline
POC → MVP
from human-team proof of concept to shipping MVP
1 + agents
human core engineering, agent execution
// 01

The starting point: a classic build

Smart Link Logistics (Masa Kal) needed a real product, not a demo — an MVP their operation could run on. Round one was the industry default: a human development team, a proof of concept, and a budget line that grew the way software budgets grow. The POC proved the idea. It also proved what the full build would cost if every hour of it stayed human.

// 02 · the shift

Rebuilt on Autopilot — humans on the core, agents on the grunt

Smart Link build agent
Smart Link Logistics
// masa kal · software · mvp on opsagents autopilot
mvp shipping

The rebuild didn't remove humans — it repositioned them. On OpsAgents Autopilot, the engineering lead owns the architecture, the product decisions, and every merge. The agents take everything else: scaffolding, implementation passes, test coverage, refactors, the review-loop grind — the volume work that used to consume the team's paid hours.

Work moves across a managed board. A ticket goes in, an agent builds it, the result comes back as a reviewed pull request — and a human signs off before anything ships. The client buys outcomes per ticket instead of hours per developer, and the meter runs on compute, not headcount.

Before · human-team POC

  • Every task, senior or junior, billed at human hours
  • Grunt work queued behind the same few developers
  • Cost scaled linearly with scope
  • POC done — full MVP budget looked like the POC, multiplied

After · autopilot build

  • Humans own the core: architecture, decisions, sign-off
  • Agents carry implementation, tests, and refactor volume
  • Cost scales with compute, not headcount
  • Same MVP scope at roughly 60% lower project cost
≈60%
project-cost reduction against the human-team baseline
100%
of shipped changes pass human review before merge
POC MVP
the budget that bought a proof of concept now buys the product
Where the number comes from: the ~60% figure is the client-reported project-cost reduction for the Smart Link MVP build on OpsAgents Autopilot, measured against their original human-team proof-of-concept baseline. It is a real engagement metric, not a projection.
// 03

Why the economics hold

The saving isn't a discount — it's a different cost structure. Human hours are the scarcest input in a software build, so the rebuild spends them only where judgment lives, and lets agents absorb the volume.

≈60% lower project cost, same MVP scope
core = human architecture, product calls, and merges stay with the lead
grunt = agents implementation, tests, refactors run as agent tickets
24/7 agents build around the clock; review happens on human time
1 board every ticket, PR, and sign-off visible in one managed flow
0 unreviewed nothing merges without a human decision
compute-priced the meter runs on agent runs, not developer headcount
MVP live the product is being built and shipped, not re-scoped
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