AI products
Production AI: agents, RAG, automations. With evals, observability, and a fallback for when the model has a bad day.
What this engagement actually looks like — start to ship.
Most "AI software" is a demo held together with duct tape. We build production systems: agents that handle real workflows, retrieval pipelines that actually retrieve, and the boring infra (eval suites, prompt versioning, cost dashboards) that lets you tell what changed and why.
We work with the major model providers — Anthropic, OpenAI, Google, open-weight via Together — and we will pick the right one for your job, not the one with the loudest marketing.
Every potion, fully labeled.
- 01Agent or pipeline architecture doc
- 02Production codebase with structured outputs
- 03Eval suite (golden + adversarial cases)
- 04Cost & latency dashboards
- 05Prompt versioning and rollback flow
- 06Human-in-the-loop fallback paths
Recent shipped builds.
Chatberry — AI WhatsApp marketing platform
An Arabic-first WhatsApp marketing platform: AI-powered chatbot, bulk official-WhatsApp messaging, multi-agent shared inbox, interactive buttons and rule-based reply automation — a complete WhatsApp marketing toolkit.
Ashpulp Technologies — AI / data / dev studio
A studio marketing site for Ashpulp Technologies — a digital partner combining data analytics, AI, marketing and web/software development. The site reports 40+ delivered projects, 5+ AI-powered builds and three years of practice.
AI Calling Agent — outbound AI voice ops
An outbound AI voice product with a back-office dashboard for ops: Dashboard, Calls, Transcriptions, AI Agents, CRM, Users and Settings — the full operational surface for running and analysing voice campaigns.
Parcoursup Zen — AI orientation for French post-bac
A French-language guidance platform that helps post-bac students navigate Parcoursup. AI matches student profiles against 23,000+ formations, tracks application deadlines, drafts motivation letters, and offers a chatbot for orientation questions.
ReadyShortlist — vetted tech talent in 72 hours
An end-to-end product for Pakistan’s vetted tech-talent network — marketing site plus admin portal for managing candidates, employers, briefs, the candidate funnel and a 5-point vetting workflow that ships interview-ready shortlists in 72 hours.
Common questions.
01Which model providers do you use?
Anthropic Claude is our default for reasoning-heavy work. OpenAI for fast-and-cheap. Open-weight models on Together or Modal for sensitive data or cost-sensitive workloads. We mix where it makes sense.
02How do you handle cost overruns?
We instrument every call from day one. Per-customer cost dashboards, hard daily caps, automatic graceful-degradation when budgets are approached.