AI & Gen AI POC (Proof of Concept)

Built for Teams Who Need Proof, Not Hype

Startup & SMBs

Seeking quick validation before funding a full build. You’ll get a focused prototype, cost clarity, and a production plan.

Product & Ops teams

With repetitive workflows or content generation needs. We help you frame the ROI and automate safely.

Data & IT leaders

Who must ensure security, governance, and scalability from day one—without over-engineering the first step.

What Ships at the End

Vertex AI & Gemini

For models, prompt orchestration, and evaluation; AlloyDB/BigQuery for structured data.

Vector search & RAG

With Vertex AI, BigQuery Vector, or managed stores; Cloud Run/GKE for serving.

Cloud Build/Workflows/Logging

For CI/CD and observability; optional Looker/Studio for KPI dashboards.

Tech Stack (Google Cloud-First)

A working demo

Your stakeholders can try covering key flows, guardrails, and success metrics tied to your goals.

Evidence of value

Time saved, accuracy uplift, quality scores plus a simple TCO model to inform go/no-go decisions.

A production-ready blueprint

With architecture, data flows, compliance notes, and a phased rollout plan to MVP.

Common POC Use Cases

RAG assistants over your data

Docs, wikis, tickets for support, sales, or field teams—low hallucination, fast answers.

Content generation & review

Emails, product copy, contracts with human-in-the-loop workflows and policy guardrails.

Process automation & agents

That triage requests, retrieve context, call APIs, and write back to systems of record.

Frequently Asked Questions

How long does an AI/GenAI POC usually take?

Most single use cases fit in 4–6 weeks. Complexity comes from data access, integrations, and evaluation needs. We timebox sprints and keep scope tight to protect your timeline.

What data do you need from us?

A small but representative dataset, sample documents, and access to a sandbox environment. We’ll define the minimum viable connectors during discovery to avoid over-wiring.

Which models and tools do you use?

We favor Vertex AI and Gemini on Google Cloud for governance, performance, and integration. We also use vector search, BigQuery, Cloud Run/GKE, and evaluation frameworks aligned to your needs.

What about data privacy and compliance?

Data remains in your cloud. We apply least-privilege IAM, secret management, and logging. If you have specific compliance needs, we’ll mirror your controls in the POC.

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What our clients think about us.

Constrained with time and budget, we were in search of an experienced technology partner who could navigate through the migration work quickly and effectively. With D3V, we found the right experts who exceeded our expectations and got the job done in no time.

David Brotton

CEO & Founder, Squirrelit

Protecting our customers data & providing seamless service to our customers was our top priority, which came at a cost. We are very satisfied with the cost savings & operational efficiency that D3V has achieved by optimizing our current setup. We’re excited about future opportunities for improvements through deriving insights from our 400 million biomechanics data points.

Dr. A. Ason Okoruwa

President, Bedrock Real Property Services

Working with D3V was hands down one of the best experiences we’ve had with a vendor. After partnering, we realized right away how they differ from other development teams. They are genuinely interested in our business to understand what unique tech needs we have and how they can help us improve.

Jared Forman

CEO & Co-Founder, OSMix Music

Lee ZimbelmanWe had an idea and D3V nailed it. Other vendors that we had worked with did not understand what we were trying to do – which was not the case with D3V. They worked with us through weekly meetings to create what is now the fastest and most accurate steel estimating software in the world. Could not have asked for anything better – what a Team!

Lee Zimbelman

IT Director, BLI Rentals

Our experience with D3V was fantastic. Their team was a pleasure to work with, very knowledgeable, and explained everything to us very clearly and concisely. We are very happy with the outcome of this project!

Ryan Moodie

Founder, DARI Motion

We used D3V to help us launch our app. They built the front end using React and then pushed to native versions of iOS and Android. Our backend was using AWS and Google Firebase for messaging. They were knowledgeable, experienced, and efficient. We will continue to use them in the future and have recommended their services to others looking for outside guidance.

Terry Thornberg

CEO, Fabsystems Inc.

We hesitated to migrate our virtual machines and database services to Google Cloud as it was complicated. D3V Tech came in and provided the service to help us smoothly transition the migration. It's almost zero downtime for the service and users have no impact during the migration process. Besides that, D3V Tech provides many insightful cloud maintenance tips and guides beyond migration, and we can learn many great services Google Cloud provides, like DDoS attack defending, Al model and API capabilities, etc. It's a very positive experience with Google Cloud and D3V Tech partnerships! We highly recommend their services.

Anonymous

Founder of Telecommunications Company

AI & Gen AI POC