Services

AI Agents, Platform Development & Fractional AI Architect

We build production AI platforms with agent orchestration, MCP tooling, and RAG pipelines. Security testing is baked into every sprint — not as an afterthought, but as a trust signal that your architecture scales with confidence. One team that architects, builds, and ships.

Pick a lane

Three simple ways to work together

Everything rolls up into one of these: engineering the platform, hardening it, or modernizing what you have for AI. Each path links directly to the focused service pages below.

AI Platform Engineering

Next.js/Astro frontends, RAG pipelines, MCP/agent workflows, and productized AI features that are observable and billable from day one.

AI Security

Prompt-injection testing, RAG retrieval hardening, and multi-tenant security reviews mapped to real controls for investor diligence.

Modernization & Migrations

Drupal, WordPress, and Rails modernization with AI readiness baked in: semantic search, RAG, and observability lined up for the next phase.

AI Platform Development Services

Full-stack AI engineering for startups: agent orchestration, MCP tooling, RAG pipelines, Next.js platforms, and legacy modernization.

Production RAG Pipeline Development
Document ingestion, hybrid retrieval, pgvector, LLM orchestration, eval harnesses, and audit-ready guardrails.
View RAG service
Fractional AI Architect
Part-time CTO-level leadership for architecture, code shipping, and investor diligence — without hiring full-time.
View fractional architect
Prompt Injection & LLM Security
Adversarial prompt libraries, guardrails, monitoring, and policy enforcement for chat, RAG, MCP, and agents.
See security testing services
AI Agents & MCP Server Development
Custom toolchains, RBAC, audit logging, rate limiting, and observability for secure agent deployments.
Explore agent services
Startup MVP Development
Cursor + Claude Code workflows for MVPs, internal tools, and modernization with automated testing included.
Learn about MVP development
LLM Security & Readiness
Security program spanning prompt injection, guardrails, Cloudflare Zero Trust, and audit-ready artifacts.
Review AI security
Drupal Modernization + AI Upgrade
Migrate Drupal to Next.js while adding RAG, MCP agents, observability, and modern infrastructure.
Plan modernization
WordPress Modernization
Assess headless WordPress vs. migration to Next.js or Astro, add AI features, and launch on modern hosting without managing WordPress infrastructure.
Review WordPress paths

AI Security Testing

AI platforms have unique vulnerabilities that standard testing misses. We test for prompt injection, context poisoning, jailbreaks, and RAG security issues . Testing on your actual stack: Next.js/Vercel, Supabase, pgvector, LangChain. Vulnerabilities hide in the integration layers, not just obvious endpoints.

What we test
  • Prompt injection through file uploads and conversational attacks.
  • Context poisoning via vector search manipulation.
  • Model extraction and API key leakage in streaming responses.
  • Session hijacking in multi-agent handoffs.
  • OWASP Top 10 coverage (SQLi, XSS, CSRF, broken auth).
How it works

Timeline: 2 weeks for most AI platforms. You get proof-of-concept exploits, remediation code, and follow-up testing. No generic reports-real fixes shipped to your codebase.

Why engineering teams choose CodeWheel

Architecture, code, and quality from one team

Architecture + implementation

You don't get a slide deck handed to juniors. We design the system and ship the code.

Security built in

Prompt-injection defenses, RAG retrieval filters, and guardrails ship with every feature.

Direct access

No account managers. You DM the person making the decisions and fixes.

Prompt Injection Prevention & Detection

Prompt injection is the new SQL injection. We test direct and indirect attacks, multi-turn conversation exploits, function calling hijacks, and system prompt extraction. Detection combines rule-based guards with ML classifiers trained on real attacks.

AI Web & Agents
Astro/Next.js surfaces with shadcn UI, Lucide visuals, streaming inference, semantic search, and typed integrations so UX, AI, and brand move together.

Outcome: Users get AI that feels instant, resilient, and premium.

RAG + Inference Pipelines
Document ingestion, chunking, hybrid retrieval (pgvector + FTS/BM25), multi-model routing, guardrails, and eval harnesses with regression testing.

Outcome: Your RAG stack becomes a reliable product layer, not a brittle demo.

Security Operations & Infrastructure
Cloudflare Zero Trust, vaulted secrets, hardened logging, API threat modeling, and IaC deployments so security readiness ships with the first release.

Outcome: Audit-readiness is a feature, not a rewrite.

Commerce & Identity Systems
Stripe Billing + Clerk orgs/SAML/SCIM with usage metering, wallets, entitlements, pricing experiments, and admin tooling.

Outcome: Monetization launches alongside product and governance.

Extended delivery surfaces

Beyond the core stack, we orchestrate revenue architecture, API orchestration, growth systems, and multi-agent workflows under the same roadmap.

Revenue Architecture with Stripe
Revenue recognition, marketplace payouts, proration, invoicing, multi-product flows, and compliance-ready ledgers with experimentation hooks.
Third-Party API Orchestration
Typed schema validation, resilient caching, circuit breakers, rate limiters, and self-healing aggregation layers keep external integrations fast and safe.
Growth & Analytics Systems
Schema, performance scoring, GTM narrative frameworks, SEO automation, and analytics pipelines so growth becomes part of your engineering cadence.
AI-Native Platform Engineering & Multi-Agent Orchestration
Multi-agent routing, MCP server integrations, event-driven pipelines, typed Python/TypeScript layers, Edge runtimes (Vercel + Cloudflare), and Neon/Postgres RLS with Playwright-tested flows.

Explore our tools and content

Check out PromptWheel for automated code improvement, read our technical blog, or get in touch to learn more.