Chatbots, copilots, workflow automation, RAG-based systems, knowledge assistants.
Forecasting, anomaly detection, scoring and personalization.
Image and video understanding, quality control, document processing.
Production pipelines, monitoring, governance, and observability.
AI delivers the most value when it integrates seamlessly with your existing data, platforms, tools, and processes. Our team integrates AI solutions across:
Salesforce, HubSpot, Dynamics, NetSuite
Zendesk, Intercom, ServiceNow, Jira
Confluence, Notion, Google Workspace, Microsoft 365
Data warehouses, data lakes, event streams, analytics tools
We handle security, access control, and compliance to ensure AI can safely use your private data without compromising governance.
Our engineers have built and scaled AI-powered products for startups and enterprises around the world, including fast-growing SaaS companies, marketplaces, fintech, healthtech, and B2B platforms.
We keep AI projects transparent, predictable, and measurable:
We clarify business goals, processes, and data sources. Together, we prioritize AI use cases by impact vs. effort.
We select models (or families of models), define the system architecture, data flows, and integration points, and plan how AI will interact with your users and teams.
We build a quick, focused PoC to validate feasibility, UX, and value. This reduces risk and gives stakeholders something real to test early.
We implement the full solution: backend services, UI, integrations, logging, monitoring, security, and model lifecycle management (retraining, versioning, rollback).
We run pilots with real users, track KPIs, fine-tune prompts/models, and then scale to more users, regions, or use cases while keeping quality and cost under control.
AI systems improve over time. We set up feedback loops, evaluation dashboards, and A/B tests to keep models accurate, safe, and aligned with your business.
Project development provides a fully dedicated AI team to bring your vision to life—from concept to production and beyond. We assemble a cross-functional squad (AI/ML engineers, backend/frontend, designers, product & QA). This approach is ideal when you want to ship a complete AI solution with minimal management overhead on your side.
Team augmentation lets you embed senior AI talent directly into your existing team, adding capacity and specialized expertise without long hiring cycles. Our experts adopt your tools and culture so you retain full control of the roadmap while significantly increasing execution speed.
The best AI software requires experimentation and iteration. Requirements evolve as you see real performance and user feedback. With the Time & Materials (T&M) approach:
For a deeper breakdown of when T&M makes the most sense, see our detailed blog article on the topic.
AI projects benefit from short feedback loops and continuous learning. Our Agile approach:
Agile AI delivery is more flexible and less risky than rigid, linear Waterfall processes—especially when the technology and business are both evolving quickly.
Diffco’s AI engineering team does much more than write code. We help you:
We aim to be your long-term AI partner, helping you validate ideas quickly, launch with confidence, and evolve your AI capabilities as your business scales.
With Diffco, you can expect senior expert:
Our Agile project management keeps you in the loop at every step—from early PoC to production rollout—so you always know what’s happening and why.
You always know what to expect and never face surprises. We make it clear:
From the first workshop to post-launch optimization, you’ll:
Our goal is for you to always have your finger on the pulse of your AI initiative.
We were impressed by Diffco’s approach to the development process and how they engineer new solutions.
Please check your inbox in a few minutes for the follow-up email from our team.
Diffco supplied us with the skilled engineers we needed to meet our ambitious goals. Their account manager proactively addressed concerns, ensuring our expectations were met.
The quality and consistency of the team make Diffco stand out from other vendors.
They were communicative, consultative, and helpful. They went above and beyond all the way. What an amazing team. I will work with them again and again.
We were impressed by Diffco’s approach to the development process and how they engineer new solutions. They look up front and learn about your product and strategy to develop more sophisticated and functional solutions.
Diffco’s expertise and engineering approach increase the reliability and efficiency of our IoT infrastructure. Diffco has proven to be a reliable partner with exceptional expertise. I highly recommend their services.
Their commitment to excellence ensures our platform remains robust and adaptable to our evolving needs. With their expertise, we’ve successfully enhanced our offerings, making our collaboration highly effective.
We design and develop custom LLM solutions (chatbots, copilots, agents), predictive models, audio&video recognition and generation, recommendation systems, and computer vision solutions. Our focus is always on solving real business problems—automation, decision support, and better customer experiences.
Yes. Most of our work is integrating AI into existing systems—web and mobile apps, CRMs, ERPs, support tools, and internal platforms. We build APIs, connectors, and workflows so AI feels native to your product and processes.
We design architectures so your sensitive data stays protected, using secure infrastructure, access control, and logging. Where needed, we can use private deployments, regional hosting, or model providers that meet your compliance requirements (e.g., SOC 2, HIPAA-ready options).
We usually start with a short discovery phase and a focused PoC to validate value and feasibility. From there, we move into production build, integrations, and rollout. Smaller projects can be delivered in weeks; larger platforms typically go through several iterations.
We do both. We can own the entire AI solution as a dedicated product team, or augment your existing engineers with senior AI/ML and platform specialists. You can mix these models over time as your internal capabilities grow.
We need clarity on your business goals, access to relevant data or systems, and a primary decision-maker on your side. In the first workshops, we align on use cases, constraints, success metrics, and choose a realistic initial scope.
Yes. We often begin with discovery workshops where we map your processes, pain points, and data. Then we propose concrete AI use cases, estimate impact and effort, and help you prioritize a realistic roadmap.
We break costs into discovery, development, integration, and ongoing operations (including model/API usage). You’ll receive a clear scope, assumptions, and ranges so you can see how choices affect budget and timelines.
Absolutely. We can review your current models, prompts, pipelines, and infrastructure, then suggest improvements to accuracy, latency, robustness, and cost. In many cases, optimization delivers quick wins without a full rebuild.
We design guardrails using retrieval-augmented generation (RAG), structured prompts, validation layers, and evaluation datasets. We also log interactions and continuously refine prompts and models based on real-world usage.
Yes. For strict security or compliance environments, we can deploy models and infrastructure in your private cloud or on-premise. We work with your IT and security teams to align with internal policies and approvals.
We build with maintainability in mind: clear architecture, documentation, and handover sessions. If desired, we can continue as a long-term partner for optimization and support while your internal team ramps up.
We provide engineers or teams tailored to your project, ensuring skill and compatibility with your goals and culture. They will collaborate with you closely, infusing fresh energy and ideas.
We are experienced in high-load and complex backend infrastructure development for mobile or web apps and enterprise services.
Our developers can create web solutions that are tailored to your needs, easy to manage with popular CMS, and which can be seamlessly integrated with your existing internal systems.
We are experienced in building modular, high-performance web applications for corporate clients and startups. We utilize modern and robust technology stacks.
We specialize in developing native and cross-platform mobile applications for iOS and Android.
+1 (415) 655-1002
333 W San Carlos St Suite 600, San Jose, CA, USA, 95110
