How Much Does an Embedded Product Team Cost? Pricing by Milestones, Not Billable Hours

An embedded product team isn't billed by the hour: you contract it per milestone or as a full team with outcome targets, and payments tie to those milestones. The number isn't a published rate card either — it's set in a baseline with your leadership before anyone writes code, and it arrives as a proposal after a discovery call.

At Kirana Labs, a software development and AI firm with a nearshore delivery center in Monterrey, Mexico, we run this model as Embedded Product Teams: senior engineers and a product lead who join your process, work your hours, and answer for roadmap milestones and time to market — not for hours billed. It's built for product companies of 11 to 1,000 employees that need to ship faster without adding management overhead. Here is how the price is formed, what it buys, and how to get yours.

How an embedded product team is priced: the short answer

An embedded product team is quoted per milestone — dates and definitions of done — or as a team with outcome targets; payments tie to milestones, never to a time sheet. Where scope allows, the price is fixed; where it doesn't, it's milestone-based.

The number is formed in three steps:

1. KPIs with your leadership. Before anyone estimates a team or a budget, you agree which business numbers the team should move: a launch date, a release cadence, a time to market.
2. Estimated team capacity. With the KPIs on the table, we size the team: a product lead who is your single accountable counterpart, plus the senior engineers your roadmap needs.
3. Periodic review. KPIs and capacity are reviewed as the roadmap moves; the price is a living agreement, not a frozen rate.

The actual dollar figure comes out of the baseline and lands in the proposal after the first call. Any vendor who quotes you a number before understanding your roadmap is guessing.

What the price includes (and what it doesn't)

The price of an embedded team buys capacity committed to results — a named team accountable for milestones with continuous reporting — not hours or headcount.

What's included:

• A named team that joins your rituals, tools, and repos, with a product lead as your single accountable counterpart.
• Release cadence agreed with your leadership and reported every sprint.
• Incident and rollback targets reported monthly.
• Continuity: if someone on the team leaves, we replace them within two to three weeks, and the knowledge stays with your product.
• Scaling the team up or down with two to three weeks' notice.
• Code ownership: it's yours, and it's in the contract.
• AI-augmented delivery: Kirana Labs is an Anthropic and OpenAI partner, picks the model for each task on price and output quality, and our engineers review everything that ships.

What's not included:

• Hourly billing.
• Per-seat or per-person billing.
• Surprise invoices for extra iterations.

That last point carries the most weight. We can estimate how long a task will take; what nobody can estimate up front is how many iterations it will take to reach the business objective. Under an hourly model, you pay for every one of those iterations. Under the embedded model, the team absorbs that risk — that's why we don't bill by the hour and why we own the outcome.

Embedded team vs. staff augmentation: where the real cost difference is

Staff augmentation sells hours of named people and leaves the outcome with you; an embedded team commits to KPIs agreed with your leadership and puts a product lead on the hook for them. That's the real cost difference — more than the rate.

In practice, the two models distribute risk differently:

• Staff augmentation: you pay for time. The clock runs whether results arrive or not; managing the team, the roadmap, and the business outcome stays with you, and every extra iteration lands back on your invoice.
• Embedded team: you pay for committed capacity. The team joins your operation, builds context on your product and customers, and answers for milestones and time to market; the iterations it takes to hit the objective are part of the commitment.

Comparing the two in dollars is fair — we encourage it. Just compare the same thing: staff augmentation costs you hours; an embedded team costs you the outcome it delivers.

Why the team sits in Monterrey: nearshore without time-zone friction

Kirana Labs' delivery center is in Avanta Gardens, Av. José Vasconcelos 755, Del Valle, San Pedro Garza García, Monterrey, with people across eight cities in Mexico and seven shared hours of working day with US Pacific, Mountain, and Central time. If you're looking for developers in Mexico with clear deliverables and continuous follow-up, this is the structure: milestones with dates and definitions of done, release cadence reported every sprint, and incident and rollback targets reported monthly.

For a team whose job is accelerating a roadmap, shared hours aren't a luxury: product decisions happen in direct conversation — standups, planning, and reviews live — not across twelve hours of async. Monterrey is a two-hour flight from Texas, so visiting the team isn't a project in itself, and it holds one of the deepest engineering talent pools in Latin America.

Contracting follows your geography: Kirana Labs LLC, our Sheridan, Wyoming entity, handles US contracts and compliance; companies contracting in Mexico work with Kirana Consulting SAPI de CV.

What it costs in practice: real embedded teams

What an embedded team costs is easiest to see in what it ships. Three examples from Kirana Labs' case studies:

• G2X (G2Xchange), GovCon intelligence: the embedded team took ownership of the CMS-to-custom-platform migration with zero downtime; their CTO reported development velocity up 10–15% and more reliable services.
• Nolia Health, healthcare: full-stack developers and a UX/UI lead embedded with Nolia's own team, making day-to-day product decisions — they shipped the EHR system, automated client self-onboarding, and delivered the app redesign.
• littleMUCHO, a Los Angeles creative agency: they lead the creative work; our team builds and runs the software behind it — custom web applications, API infrastructure, and e-commerce platforms.

Behind those teams stand more than 180 projects across 12 industries and 4 countries, always the same method: a baseline, a plan, and results reported against that baseline.

Getting to your number: from first call to a productive team

The path to your price has three steps: discovery call, baseline, proposal. In the baseline we take your roadmap, your current release cadence, and your backlog, and agree the numbers the team answers for — that's where the amount comes from.

In practice, the slowest step isn't ours: it's the contract signature on the client side. Once signed, the team is available within two weeks at most.

If you run a product company of 11 to 1,000 employees and need to accelerate your roadmap without hourly invoices, the first step is a discovery call — tell us the number you want to move, a launch date, a cost, a cycle time — on the Embedded Product Teams page.

FAQ: what an embedded product team costs

How much does an embedded product team cost if I don't want to pay by the hour?

It's quoted per milestone or as a team with outcome targets — never billable hours. The amount depends on team size and the KPIs agreed in the baseline, and it's delivered in a proposal after the first call; payments tie to milestones with dates and definitions of done.

How is this different from staff augmentation?

Staff augmentation sells hours of named people and leaves the outcome with you. An embedded team commits to KPIs agreed with your leadership, with a product lead who answers for them and reporting every sprint and every month.

How fast can a team start, and can I scale it?

The team is available within two weeks of the signed contract — the usual bottleneck is the signature itself. After that, you can scale up or down with two to three weeks' notice, and replacements arrive within two to three weeks.

Who do we contract with, and who owns the code?

Kirana Labs LLC (US) or Kirana Consulting SAPI de CV (Mexico), whichever suits you. You own the code and the IP — it's in the contract.

Does this work if my company is in Monterrey or San Pedro Garza García?

Yes. The delivery center is in San Pedro Garza García and the team works your hours — the model serves US product companies and companies operating in Mexico, and you contract through whichever entity fits.

In short

• An embedded product team is priced per milestone or as a team with outcome targets — never by the hour.
• The number is formed in the baseline — KPIs, team capacity, periodic review — and delivered in a proposal after the discovery call.
• Once the contract is signed, the team starts within two weeks and scales with two to three weeks' notice.