AI PoC Development
Turn ideas into working prototypes in weeks - not quarters. We scope a focused experiment, build a production‑realistic PoC, and measure impact with clear KPIs.
- / Trust By
Model‑agnostic (gpt5, Grok, Gemini). Built with LangGraph, LangChain, Python, FastAPI. We design PoCs to de‑risk quality, latency, and cost before full rollout.
KPI‑driven
Risk‑managed
Fast to value
- / Techstack
Our toolkit
What we validate in a PoC
Pick one or two high‑impact hypotheses. We design lean experiments that reveal feasibility, ROI, and operational fit.
RAG on your content
Fresh, cited answers from docs, FAQs, SOPs. Evaluate accuracy and freshness policies.
AI Copilot
Task‑aware copilot for a team or role (e.g., support triage, analyst research, merchandiser).
Agentic workflow
Tool‑using agent with approvals to automate a narrow SOP end‑to‑end.
NLP classification & extraction
From forms and tickets to contracts. Labeling, quality checks, and confidence.
Vision / OCR
Document OCR, quality inspection, similarity search for ecommerce and ops.
Eval & monitoring harness
Set up traces, pass@k tests, red teaming, and dashboards to govern quality.
What you get at the end
Working demo
Hosted PoC with sample users & data
Eval report
Quality, latency, cost, and risk findings
Architecture & data plan
Reference design, components, and integrations
Pilot roadmap
90‑day rollout, budget, and success metrics
PoC timeline
- / Process
1/4
Use cases, success metrics, risks, and data readiness.
Week 0–1 • Define
2/4
Adapters, prompts, retrieval/tooling, and guardrails with evals.
Week 2–3 • Build
3/4
Latency & cost tuning, error handling, tracing, and red‑teaming.
Week 4–5 • Harden
4/4
Stakeholder demo, findings, and pilot roadmap with budget.
Week 6 • Demo + Plan
Success criteria
Quality
Pass@k, groundedness, and task success on eval set.
Latency & Cost
SLOs defined and met under realistic load.
Adoption Readiness
Clear UX, change plan, and owner for ongoing ops.
Risk
Guardrails, PII handling, audit trails, and approvals in place.
Engagement models
Fixed‑scope PoC (2–4 weeks)
Tightly scoped experiment with clear KPIs and budget.
PoC + Pilot (4–8 weeks)
Extend to limited production with SLOs and change rollout.
Enablement add‑on
Playbooks, workshops, and templates for your team.
- / FAQs
Frequently Asked Questions
- What access do you need?
A sandbox dataset, read‑only API keys, and a technical stakeholder for weekly reviews.
- Where is the PoC hosted?
Vercel or your VPC. Secrets and PII are handled per policy with least‑privilege access.
- How do you measure ROI?
We agree on baseline metrics and track uplift, cost per action, and time saved.
- What if the PoC fails?
We document blockers and alternatives so you can re‑scope or pivot with clarity.
Ready to prove the value?
We’ll scope, build, and measure a focused PoC then hand you a pilot plan with clear next steps.