AI that works—not AI that demos.
We design and ship production-ready AI systems in 14 days. Private POCs, full code handover, and open-source proof of work—so you know exactly what you're getting before you commit.
14-Day Delivery
14-day delivery
Days 1–3
Define scope, set success metrics, lock deliverables.
Days 4–10
Build against your real data and systems. Daily check-ins. No surprises.
Days 11–14
Demo the working system, hand over all the code, map the path to production.
You keep the code, either way.
Built with world-class stack
What we build
Built for production, not just a demo.
Every system below runs in production—on real data, in real environments, with real results.
Autonomous AI Agents
Multi-step business workflows handled by agents that plan, execute, and integrate with your APIs.
Enterprise Text-to-SQL
High-accuracy natural language interfaces for complex data warehouses with 1000+ tables and relations.
Document Extraction
Automated pipelines for high-accuracy extraction from complex, handwritten, or multi-format invoices and forms.
Voice agents
Deploy low-latency, cost-optimized voice agents that safely execute complex, multi-step tasks.
RAG chatbots
Get insightful, accurate answers with citations, powered by context-enriched indexing and retrieval.
Deep research agent
Synthesize complex insights across documents, webpages, and internal data to accelerate your R&D.
Persistent memory layer
Build agents with persistent, long-term memory for truly personalized, context-aware interactions.
Document classification
Achieve reliable accuracy on complex, high-label-count classification tasks at production scale.
Multi-system Integration
Seamlessly connect AI workflows with your existing CRM, ERP, and internal databases via custom APIs.
Solutions
From prototype to production, without the gap.
Most AI projects stall between "it worked in a notebook" and "it works in production." We close that gap.
New Capability
Domain-Specific Fine-tuning
“Injecting proprietary knowledge into SLMs for higher accuracy at lower inference costs.”
93%+ Accuracy
LEGACY EXTRACTION PIPELINES
Model Fine-tuning
Train models on your data using SFT and RLHF—so they understand your domain, not just generic text.
Autonomous Agents
Multi-step business workflows handled automatically. Agents that plan, execute, and connect to your existing APIs.
BI & Data Agents
Ask questions in plain English, get answers from your data warehouse. No SQL required.
Document Extraction
Pull structured data from complex, handwritten, or multi-format documents with 93%+ accuracy.
Inference Ops
Cut inference costs and improve throughput—without touching model accuracy.
Workflow Automation
Replace manual, repetitive processes end-to-end with reliable AI-powered automation.
14 days. No vague deliverables.
Every POC follows the same structure. You know exactly what's happening, when, and why.
Define & lock scope
We align on the use case, agree on what success looks like, and lock deliverables in writing. No scope creep.
Build against your real data
We build directly on your data and systems, not a demo environment. Daily check-ins. You see progress every day.
Demo, handover, production plan
You see the working system. We hand over all the code, document the results, and map the next steps to full production.
Client POCs
Real work. Real results.
We anonymize by default. Published only with your approval.
Voice AI Intake + Scheduling
Automated inbound call handling with real-time booking and CRM sync.
40% fewer manual scheduling hours. Team redirected to higher-value work.
RAG Knowledge Assistant
Private retrieval system over internal docs with role-based access.
Faster answers, fewer escalations. Less time hunting through documents.
Invoice Data Extraction Pipeline
Extraction pipeline from multi-format invoices with auto-reconciliation.
93%+ accuracy. Replaced a brittle manual extraction process.
Fleet Analytics & BI Agent
Natural language queries over fleet data for real-time operational decisions.
Reporting turnaround: hours → minutes. Decisions happen in real time.
Open Source Impact
We build in public.
Every month we tackle a real problem and publish the code. Not case study summaries—actual repos you can read and run.
Public Proof
Open-source proof of work
Client work stays private. Public drops are for shared learning—real problems, open code, honest benchmarks.
Monthly Release
A real system shipped in public with code and write-up.
Reusable Systems
Patterns and components you can adopt for your stack.
Lessons Learned
Trade-offs and benchmarks from real delivery work.
OS Drop #1
Code + demo walkthrough.
Coming soon
OS Drop #2
System templates.
Coming soon
OS Drop #3
Results & guide.
Coming soon
Strategic Choice
Why us instead of hiring?
Skip recruiting overhead. We deliver in weeks what takes teams months.
| Feature | prompt2prodai.com | Hiring In-house |
|---|---|---|
| Time to Start | Immediate | 2–4 Months |
| Initial Cost | Fixed POC Fee | Salary + Recruitment |
| Risk Level | Low (Outcomes) | High (Commitment) |
| Tech Expertise | Senior AI Team | Variable |
| Speed to POC | 14 Days | Ramp-up cycle |
Time to Start
Initial Cost
Risk Level
Tech Expertise
Speed to POC
Engagement Models
Start with a POC. Scale into a partnership.
Every engagement ends the same way: with code you own.
Validate & Build
14-Day POC
A focused 14-day sprint to build and validate a working AI system on your data. You walk away with the code, the results, and a clear path forward.
- Discovery
- Development
- AI Integration
- Code Handover
Scale & Grow
Partner
A dedicated team that keeps building once the POC proves the concept. Weekly sprints, full-stack delivery, and growth engineering baked in.
- Dedicated Team
- Weekly Sprints
- Priority Support
- Public Impact
Transform
Enterprise
Custom-built architecture with VPC deployment, compliance support, and SLA-backed delivery. Built for organizations that can't afford downtime.
- Custom Architecture
- VPC Deployments
- Compliance
- 24/7 SLA
Growth & Adoption
The POC is the beginning, not the end.
Once your AI system is live and proven, we scale it—hardening the architecture and building the channels that drive adoption.
Contact & Scheduling
Ready to see what's possible in 14 days?
Book a 30-minute call. We'll scope your use case and send you a plan within 24 hours. No pitch deck—just a working plan.
Keep the assets either way.