Dedicated team vs staff augmentation.

Two signals worth listening to.

Where the work design happens. If most of the architectural decisions are made inside your existing team, staff augmentation works — embed senior engineers, they execute against your design. If you need someone to do the design too, you want a dedicated team with a tech lead.

The decision frequency. Many small decisions per week → dedicated team, because hand-offs become a tax. Few big decisions per quarter → staff augmentation, because you can spec the work upfront.

Three signals to ignore.

Headcount. "We need 4 engineers" doesn't tell you whether they should be dedicated or augmented. Both shapes scale to 4.

Budget per quarter. The total spend is similar; the procurement code is different. Don't let finance pick architecture.

Cost per engineer. Dedicated teams aren't cheaper because of "shared management" — they're different value. Don't compare apples to oranges.

The hybrid trap.

Hybrid (some staff augmentation, some dedicated team) is appealing because it sounds flexible. In practice it often becomes the worst of both: you pay for dedicated coordination overhead and still own work design, while augmented engineers wait for your specs.

Hybrid works when the boundary is clear — e.g., "Baytek owns the analytics service end-to-end; your team continues owning the rest." Anything fuzzier than that, pick one.

Decision tree.

• Need design + executionDEDICATED
• Have design, need throughputSTAFF AUG
• Crisp scope, fixed outcomePROJECT DELIVERY
• Clear sub-system boundaryHYBRID — OK
• Mixed expectations, no boundaryHYBRID — DON'T