← arif.sh
Production AI & backend systems

Ship the AI feature your demo promised.

I help SaaS teams turn fragile LLM prototypes, workflow automations, and backend bottlenecks into production systems with evals, observability, and a clean handover.

Book a 30-min intro

Primary offer

Production AI Integration Sprint

For SaaS teams with an AI demo, prototype, or internal workflow that works once but is not yet reliable enough for customers.

  • Production-ready LLM workflow with clear failure paths
  • Evaluation set and quality checks for edge cases
  • Tracing, logging, and handover notes your team can maintain
2–4 weeks TimelineMilestone sprint FormatSaaS / B2B tools Best for

Other ways I help

Production AI integrationTurn a working demo into a reliable feature with evals, tracing, fallbacks, and clean handover.2–4 wks · sprint
Backend rescueDiagnose and fix slow, unstable, or hard-to-change Go/Python systems before they hurt customers.1–3 wks · focused
MVP buildTake a validated product idea from scope to a deployed, production-ready first version.4–8 wks · fixed scope

Proof from recent work

AI SaaS€500 discovery phase

AI-Powered Commitment Detection for Slack

Built an AI layer that detects and tracks commitments in Slack conversations. Discovery phase to production MVP in 10 days.

10 days Discovery to M187% Detection accuracy46 Edge cases tested
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Full MVPFixed-scope MVP contract

AI-Powered Content Intelligence Platform

Built a complete AI platform that analyzes content performance, generates data-driven strategies, and tracks industry trends. Zero to public launch in 6 weeks.

6 weeks Zero to launch5 AI modulesLive in production Status
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E-CommerceMilestone-based contract

Auto Parts E-Commerce Platform

E-commerce platform with VIN-based part lookup, real-time search, interactive maps, and multi-API integration. Ongoing partnership.

4 APIs integratedReal-time SearchOngoing Engagement
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How I work

01

Discovery call

A 30-minute call. You tell me what you need; I tell you if I can help and how I'd approach it. No charge, no obligation.

02

Scoping

For anything non-trivial, a short technical assessment: feasibility, architecture outline, and an honest recommendation before any build starts.

03

Milestone plan

Clear phases, each with defined scope, deliverable, and timeline. You approve each milestone before the next begins.

04

Build & ship

I build in your repo — every commit visible, regular demos, shipped to production. No surprises, and a clean handover at the end.

Have an AI or backend problem that needs to ship?

Send the rough context. I’ll tell you where the risk is, what I would do first, and whether I’m the right person to help.

Book a 30-min intro