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The Promise Behind Every Engagement

Why tech-savvy startups and scale-ups choose us as the invisible engine beneath their machine-learning success.

Outcome-First Billing

We agree on a concrete outcome and price it as a fixed fee or a transparent share of savings. No hourly meter or surprise invoices. Finance can book spend upfront, and our incentives align with yours. If we run over hours, it's on us.

Fixed Fees

Price based on concrete outcomes, not hours.

Aligned Incentives

Our success is tied to your savings and goals.

No Surprises

Your bill never changes, even if we run over hours.

Real-World Results

A Series-A SaaS client paid a one-time fee based on 20% of first-month GPU savings.

We delivered a 34% cost reduction, saving them $82K annually—all with upfront pricing clarity.

Curious what outcome-first looks like for your use case?

Real-Time Collaboration at ~70% Lower Cost

Our India-based team ensures 4-hour live overlap with US/EU hours for stand-ups and reviews, plus clear async updates—delivering on-shore speed at offshore rates.

Efficient Decisions
Efficient Decisions

Decisions happen in your daytime, not after midnight.

Cost Savings
Cost Savings

Blended rates are ~70% lower than equivalent Western teams.

Continuous Momentum
Continuous Momentum

Asynchronous work ensures progress never stalls.

Your Code, Your Cloud

All engineers work in your repos and cloud, under your SSO and IAM. We exit with zero lingering access—your IP and data stay fully within your control.

Data Security

IP and datasets stay within your tenancy.

Painless Access

Access keys revoked in one click; auditable onboarding/off-boarding.

Compliance

Comply with regional data-sovereignty rules by default.

Your Code, Your Cloud - MLOps Crew
Open-Source by Default - MLOps Crew

Open-Source by Default

We build on trusted OSS like Kubeflow and MLflow, committing improvements upstream. Your code stays in your repo—no lock-in, just secure, community-hardened tools.

No Lock-in

Avoid vendor lock-in and opaque tooling fees.

Easy Onboarding

Future hires ramp up on a well-documented public ecosystem.

Enhanced Security

Community audits continuously harden the stack.

Full-Signal Transparency

Full transparency: you're in the loop via Slack, PRs, and ticket boards. Our living Notion doc tracks every decision—no surprises, no "watermelon status."

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Instant Visibility

Know what shipped and what blocks progress.

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No Surprises

Avoid "watermelon status" (green outside, red inside).

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Full Traceability

Every commit traceable to its requirement for auditors.

Audit-Ready Security - MLOps Crew

Audit-Ready Security

GDPR-compliant and insured. Encrypted devices, MFA, and Delaware law give your infosec team peace of mind.

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Faster Sign-Offs
Accelerates SOC 2, HIPAA, and GDPR approvals with enterprise customers.
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Infosec-Friendly
Our controls map directly to standard security questionnaires, easing the load on your team.
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Built-In Insurance
Coverage provides an extra layer of assurance—for you and your clients.
Want to see our audit checklist in action?

Turnkey Kick-Off

From green light to code in 5 days. One 90-min session gets us onboarded—value lands fast, with minimal lift from your team.

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Fast Start

Code commit in five business days.

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Quick Onboarding

Single 90-minute session.

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Minimal Distraction

We slot into your sprint cadence.

Flexible to the Core

Start small, scale up, or pause—no lock-ins. Our flexible model adapts to your roadmap, not the other way around.

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Adaptable Budget

Adjusts to fundraising and product pivots.

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No Forced Retainers

Never feel compelled to "feed the retainer."

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Trust-Based

Built on results, not restrictive contracts.

Proven Track Record

Start small, scale up, or pause—no lock-ins. Our flexible model adapts to your roadmap, not the other way around.

Field-Tested Playbooks

Leverage solutions already validated in high-scale, regulated environments.

Lower Risk, Faster Results

We've likely solved a version of your challenge before—skip the trial-and-error phase.

Investor-Backed Credibility

Show your board and backers you're partnered with a team that delivers real, measurable wins.

Ready to see these promises in action?

Book a fifteen-minute discovery call or select a Quick-Win micro pack—your ML pipeline could be healthier by next sprint.

Try a Quick-Win
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Locations

6101 Bollinger Canyon Rd, San Ramon, CA 94583

18 Bartol Street Suite 130, San Francisco, CA 94133

Call Us +1 650.451.1499


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