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.


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."
Instant Visibility
Know what shipped and what blocks progress.
No Surprises
Avoid "watermelon status" (green outside, red inside).
Full Traceability
Every commit traceable to its requirement for auditors.

Audit-Ready Security
GDPR-compliant and insured. Encrypted devices, MFA, and Delaware law give your infosec team peace of mind.
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.
Fast Start
Code commit in five business days.
Quick Onboarding
Single 90-minute session.
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.
Adaptable Budget
Adjusts to fundraising and product pivots.
No Forced Retainers
Never feel compelled to "feed the retainer."
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.
Locations
6101 Bollinger Canyon Rd, San Ramon, CA 94583
18 Bartol Street Suite 130, San Francisco, CA 94133
Call Us +1 650.451.1499
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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