Services

Four offer tiers. One Agentic Product Architect. No handoff failures.

From a $3.5K Production Audit to a $15–30K/mo embedded Retainer. I do research, spec, architecture, UX, and the build — solo, end-to-end. Plus two specialized engagements (LangChain Engineering, LLM Cost Optimization) for teams who already know exactly what they need.

40%CSAT lift · Fortune 500 contact center
60%Fraud reduction · Fortune 500 fintech
40–70%Typical LLM cost cut
Top 3%163+ Upwork projects · Pakistan-based
What I do

Six service pages. Four offer tiers + two specialized engagements.

01

AI Product Sprint

I become your fractional founder for the AI product line. Research, spec, architecture, UX, AND the build — solo, end-to-end, in 4–6 weeks. Replaces a 4-contractor team ($115K typical) for half the cost, with zero handoff failures. Best for funded founders shipping a real AI product, not slideware.

4–6 weeks$30–60K fixedSolo, no handoffs
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02

LangChain & LangGraph Engineering

Specialized engineering for the parts of your AI product that have to work in production — LangGraph state machines, hybrid RAG with reranking, custom tool-use, streaming, and the eval harness that keeps it from regressing. Often bundled inside an AI Product Sprint or Agentic Product Retainer; sometimes runs standalone at $8–25K.

LangGraph state machinesHybrid RAGEval-harnessed
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03

LLM Cost & Token Optimization

Semantic caching, prompt compression, and smart model routing — without dropping output quality. Most teams overpay by 2–5× because nobody has looked at the token math since launch. Recent client: $14K monthly LLM bill cut to $5K in nine days, with three lines of code.

40–70% bill reductionEval-gated$5K standalone
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04

Agentic Product Retainer

Senior product leadership for your AI line, without the FTE risk. 2–4 days/week embedded as your fractional CPO + Architect. Roadmap, architecture decisions, code review, hands-on builds when scope demands. Replaces a $1.2M/yr Principal PM + Staff Engineer + Lead Designer triad. 90-day exit, 14-month average duration.

$15–30K/moFractional CPO + Architect2–4 days/week
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05

Vibe-Built MVP

Got an AI product idea and no team? I ship a working MVP in 3 weeks using AI-assisted development. Real auth, real database, real users — hosted, payment-ready, repo in your GitHub. Differentiated because most vibe-coded MVPs ship ugly; mine ship polished. 8 years of design + 5 years of Principal PM behind every screen.

3 weeks$15–30K fixedSolo founder lane
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06

Production Audit + Rescue

Your AI agent shipped, costs tripled, quality drifted. I run a 2-week audit: 25-page report, cost analysis, eval-coverage gaps, top-5 prioritized fixes, baseline eval suite you keep. If you want me to fix it, the $3.5K credits toward a fixed-price Rescue Engagement ($25–80K). Lowest-risk way to start working with me.

$3.5K audit · 2 weeks$25–80K rescueCredited toward rescue
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How I work

One repeatable process across every engagement.

Week 0

Scope lock (free)

2-hour deep-dive. I write a 1-pager: user journey, non-goals, success metric. You sign off before any billing starts. If we disagree on scope, this is where we find out — at no cost.

Week 1

Discovery + architecture

User interviews, system walkthrough, architecture memo. Framework choice (LangGraph vs CrewAI vs custom), state schema, tool list, eval strategy, cost projection. You approve before code.

Weeks 2–3

Build sprints

Core path live by end of week 2 (ugly but functional). Real data + edge cases in week 3. Friday demos with traces and eval scores — not a black box for five weeks.

Week 4+

Hardening + handoff

UX polish, observability dashboards, HITL on high-risk actions, documentation, 8-hour training session. 30 days of bug-fix support starts at handoff.

Tech stack

Opinionated defaults. Boring, fast, production-grade.

LangGraph for stateful agents · Anthropic Claude for reasoning · LangSmith for tracing from day one · Postgres / pgvector for retrieval. Every change ships behind an eval.

LangGraphLangChainCrewAIClaude SonnetClaude HaikuOpenAIMCPLangSmithLangFuseBraintrustpgvectorPineconeCohere rerankingVapiLiveKitElevenLabsFastAPINext.jsReactSupabasePostgresRedisStripeVercel
Pricing & Plans

Four Offer Tiers.
One Architect.

Below: three of the four. The fourth — Production Audit + Rescue ($3.5K → $25–80K) — is the entry-tier banner above. Pick what matches your situation: validating, building, fixing, or scaling.

$3.5K
Your AI agent shipped and now it isn't behaving?Production Audit + Rescue. 2-week audit, 25-page report, cost breakdown, eval-coverage gaps, top-5 prioritized fix list. $3,500 credits toward a rescue if you go ahead. The Gartner-40%-of-agents-canceled-by-2027 lane.
Book a Production Audit

Vibe-Built MVP

$15–30Kfixed

Ship your AI product in 3 weeks.

For solo founders with an AI idea and no team. Working MVP with real auth, real database, real users — hosted, payment-ready, repo in your GitHub. Not a Streamlit demo. Differentiated by 8 years of design + product chops; my MVPs ship polished, not ugly.

  • Working AI product, real auth + DB
  • Full front-end (Next.js / React) + back-end
  • LLM integration with eval scaffolding
  • Stripe payment if you are validating pricing
  • Posthog or GA4 analytics baked in
  • Hosted demo URL for design partners
  • Source code in your GitHub org from day one
  • 30 days of bug-fix support
Start a Vibe-Built MVP

Agentic Product Retainer

$15–30K/mo90-day exit

Fractional CPO + Architect, embedded.

Senior product leadership for your AI line, without the FTE risk. 2–4 days/week embedded. Replaces a $1.2M/yr Principal PM + Staff Engineer + Lead Designer triad. 14-month average duration; most engagements convert from a Sprint or a Rescue.

  • 2–4 days/week embedded
  • Architecture decisions + code review on agents
  • Hands-on builds with Ayraxs bench as needed
  • Weekly written status + monthly reliability report
  • Eval harness ownership + expansion
  • Model-deprecation handling (worth the fee alone)
  • Direct Slack access to me
  • 3-month minimum, 90-day exit thereafter
Scope a Retainer

All engagements are fixed-price after a 20-min scoping call · Milestone-based payment · 90-day exits · Pakistan-based, working globally · Local-market pilot tier available — DM for terms.

FAQ

Common questions about engagements.

Still unsure which service fits? Book a scoping call — 30 min, free, no pitch deck.

Pick by your situation: validating an idea → Vibe-Built MVP ($15–30K). Building something specific → AI Product Sprint ($30–60K). Fixing an agent that's failing → Production Audit + Rescue ($3.5K → $25–80K). Scaling ongoing AI product work → Agentic Product Retainer ($15–30K/mo). Not sure? Book the scoping call and I'll tell you straight.

Have a project in mind? Pick the offer that fits.

30-minute call. Sprint if you're building, Audit + Rescue if you're failing, Retainer if you're scaling, MVP if you're validating. If your situation is buy-not-build, I'll tell you that too. Pakistan-based · working globally · local-market pilot tier available.

Book a scoping call →