AI & Machine Learning
Production-grade AI that actually works — built, trained, and deployed by engineers, not data science hobbyists.
4-12 weeks depending on data readiness and problem complexity
Typical timeline
100%
IP ownership to you
30 days
Post-delivery support
The Problem
Why Most Software Projects Miss the Mark
The problem isn't the technology — it's misaligned expectations, hidden scope creep, and code that ships but can't be maintained.
How CodeAir Solves It
With AI & Machine Learning, we set expectations before we start. You get weekly demos, clear scope management, and code your team can own forever.
Vague project scopes that grow mid-build and blow past budget.
Offshore agencies that deliver working software but code your team can't maintain.
Missing tests and documentation that make every future change risky.
Lack of transparency during development — progress reports replace actual demos.
Our Approach
How We Deliver This Service
Problem Definition & Feasibility
Define the business problem, establish success metrics, and assess data readiness and model feasibility.
Data Collection & Engineering
Gather, clean, label, and transform your data into a training-ready format with proper validation splits.
Model Development & Training
Iterate on model architecture, hyperparameters, and training strategy with regular validation checkpoints.
Ready to Get Started with AI & Machine Learning?
We scope within 48 hours. No commitment required for the initial consultation.
Capabilities
What's Included in AI & Machine Learning
Predictive analytics & forecasting
A core deliverable of our AI & Machine Learning service — engineered to production standards.
Computer vision systems
A core deliverable of our AI & Machine Learning service — engineered to production standards.
NLP & text processing pipelines
A core deliverable of our AI & Machine Learning service — engineered to production standards.
Recommendation engines
A core deliverable of our AI & Machine Learning service — engineered to production standards.
Custom model training
A core deliverable of our AI & Machine Learning service — engineered to production standards.
MLOps pipeline setup
A core deliverable of our AI & Machine Learning service — engineered to production standards.
Our Approach
How We Approach AI & Machine Learning
We build AI systems that ship to production, not Jupyter notebooks that live on a data scientist's laptop. Our AI/ML work spans predictive analytics for business forecasting, computer vision for manufacturing quality inspection, NLP pipelines for document processing and chatbots, and recommendation engines for e-commerce and content platforms.
We focus on practical AI — models that solve a specific business problem with measurable ROI, trained on your actual data, deployed to your infrastructure. We don't chase state-of-the-art benchmarks that don't translate to business value.
Engagement Details
Pricing & Timeline
Pricing Model
Discovery & feasibility: fixed price. Model development: milestone-based. Retainer available for ongoing monitoring and retraining.
Typical Timeline
4-12 weeks depending on data readiness and problem complexity
Ideal For
Built For Teams Like Yours
Engagement Models
Three Engagement Models. One Delivery Standard.
Fixed-Scope Project
Best for: Defined deliverables
Clear scope, fixed timeline, fixed cost. Ideal when you know exactly what you need and want predictable delivery.
Sprint Retainer
Best for: Ongoing development
A monthly block of engineering capacity. You direct the roadmap, we ship the features. Scales up or down monthly.
Team Extension
Best for: Scaling your team
Senior engineers embedded in your team. You keep full roadmap control while we handle execution.
Why CodeAir
Why Choose CodeAir?
No Over-Engineering
We build what you need, not what looks impressive in a tech talk. Pragmatic decisions over trendy patterns.
Predictable Delivery
We scope before we start. If something changes mid-project, we tell you immediately — not at the deadline.
Codebase You Can Own
Clean, documented, tested code. Your internal team can take it over without a six-month onboarding.
Senior Engineers Only
No juniors learning on your budget. Every engineer who works on your project has production experience.
Direct Communication
No account managers or middlemen. You talk directly to the engineers building your product.
IP Fully Yours
Every line of code, every API key, every cloud resource — yours. We hand over everything at project close.
FAQ
Common Questions About AI & Machine Learning
For most AI & Machine Learning engagements, 4-12 weeks depending on data readiness and problem complexity. We always scope the timeline before we start so you know exactly what to expect.
Discovery & feasibility: fixed price. Model development: milestone-based. Retainer available for ongoing monitoring and retraining.
A brief description of what you want to build, your rough timeline, and any technical constraints you know about. We'll gather the rest in the scoping call.
Yes. We integrate with Slack, Jira, Linear, GitHub — whatever your team already uses. We don't force our tooling on you.
We assess the impact on timeline and cost, communicate it clearly, and agree on the adjustment before proceeding. No surprise invoices.
Yes. Every project includes a 30-day support window. We also offer ongoing retainer arrangements for clients who want continued development.
You own 100% of the intellectual property from day one. All code, design assets, API configurations, and deployment setups are transferred directly to you.
We communicate transparently using Slack and daily logs, host weekly progress demos, and give you direct access to development branches.
Yes. You can scale the dedicated resource block up or down with a standard 14-day notice as your development roadmap priorities shift.
We sign mutual NDAs before technical scoping starts. Our engineering environments follow strict security controls (GDPR/SOC 2 and secure IAM variables).
Interested in AI & Machine Learning?
Tell us about your project and we'll send a scoped estimate within 24 hours. Honest scope, honest cost, no sales pressure.