Solo product studio · AI-native

Micro-SaaS,
engineered like enterprise.

I design and ship production-grade AI products — small, focused tools built with the architecture discipline of a 22-year enterprise career. No agency overhead, no template stacks. Just real software that ships and holds up.

See the products → Build something with me
Conquest Labs — Enterprise-grade software, indie speed
22+
Years engineering
27
AI products & builds
100+
Prod. integrations
1
Builder · end to end

Enterprise systems I've shipped across a 22-year career

Disney Cruise Line◆ Accenture◆ Arch Insurance◆ Boy Scouts of America◆ Exelon
The product line

Flagship products. One operating thesis: replace slow manual work with grounded AI.

Each targets a specific, painful workflow — built on a modern .NET 10 core with retrieval-grounded AI that cites its sources instead of guessing. Behind them: a twenty-three-build workshop spanning legal, healthcare, real estate, restaurants, fitness, nonprofits, field service, and dev tools.

ClaimQuill
MVP · pilots open
Insurance claims

AI-powered claims management that drafts policy-grounded narratives, coverage positions, and reserve recommendations — every line traceable to a clause.

3–6 hrs / claim minutes / claim Drafting time
  • Evidence intake → AI narrative with citations
  • Coverage analysis with a reasoning chain
  • Reserve ranges with uncertainty flags
  • PII redaction + prompt-injection guardrails
.NET 10 / C# 14Next.js 16Python · OpenAISQL Server
VetScribe AI
Design partners
Veterinary medicine

An ambient AI scribe that turns exam-room conversation into structured SOAP notes in real time — species-aware, hands-free, and ready for the practice system.

15–20 min / exam <90 seconds Documentation
  • Live capture with speaker diarization
  • Streaming SOAP notes with citations
  • SNOMED-CT coding + invoice line items
  • ezyVet & Cornerstone PIMS sync
.NET 10FastAPI · WhisperpgvectorAzure AKS
OPTODEV
v1.0 · shipped
Member registration

A secure member-registration platform that replaces dense paper forms with a guided digital wizard — encrypted, audited, and built for data-privacy compliance.

10+ min lookup <200 ms search Record retrieval
  • 5-step wizard cuts form abandonment
  • AES-256-GCM field-level encryption
  • Role-based access: Admin / HR / Member
  • WCAG 2.1 AA · RA 10173 aligned
.NET 10React 19PostgreSQL 16Docker · CI/CD
AWS RAG Pipeline
100% · Shipped
BFSI & Telco

A production-grade Retrieval-Augmented Generation system operating within a secure, multi-tenant AWS infrastructure with zero-leak data governance and network isolation.

Legacy Search <1s p95 End-to-End Latency
  • Zero-leak multi-tenant ACL enforcement
  • Bedrock guardrails block prompt injection
  • Groundedness gate via Natural Language Inference
  • <15ms cache hits via Redis semantic cache
AWS BedrockClaude 3.5Aurora pgvectorLangGraph
Also in the workshop

Twenty-three builds. One operating discipline.

PulseReviewE-commerce

AI review intelligence for Amazon & Shopify sellers. Ingests thousands of marketplace reviews, clusters them by product aspect with sentiment scoring, benchmarks against competitors, and delivers a weekly SWOT + prioritised action roadmap — automatically. Includes real-time defect early-warning and AI-backed listing copy suggestions.

.NET 10 · Python 3.12 · FastAPI · React 19 · PostgreSQL + Qdrant + Redis · MassTransit · AKS

Echo FeedCreators

AI content repurposing engine. Upload a podcast, video, or article → Whisper transcribes it, the platform learns your brand voice, then generates platform-native posts for LinkedIn, X, newsletters, YouTube Shorts, and Instagram Reels. One upload, a full week of scheduled content across every channel.

.NET 10 · Python 3.12 · OpenAI Whisper · LangChain · pgvector · RabbitMQ · K8s

RestoreIQRestoration

Photo-to-estimate AI for restoration contractors. A phone walkthrough of a job site becomes a priced, Xactimate-ready estimate in under 10 minutes — vs. hours of manual line-item entry.

.NET 10 · Python 3.12 · Vision AI · pgvector · K8s · DDD/CQRS

WaiverFlow AIConstruction

Autonomous lien waiver & COI compliance for general contractors. An AI agent generates, validates (OCR), and follows up on every waiver — so pay applications never stall.

.NET 10 · Angular 19 · FastAPI · LangChain · Azure AI · pgvector

RAG QA SystemAI Infra

Hallucination-free document Q&A with a 0.65 confidence gate that declines rather than fabricates. Sub-3s pipeline.

FastAPI · FAISS · OpenAI · React 18

AiServiceE-commerce

AI-powered e-commerce microservices backend with zero-code provider switching across Azure OpenAI and on-prem Ollama.

.NET 10 · pgvector · CQRS · MediatR

REGDOCS HarvesterCompliance

A headless compliance pipeline that replaces a multi-hour monthly analyst workflow with a single CLI command.

Python · Playwright · Drive API

ToothlyAIDental

AI voice front-desk and recall agent for dental practices. Answers inbound calls, books, reschedules, and cancels appointments in real time, sends SMS confirmations, runs automated recall campaigns, and handles after-hours triage — without a receptionist.

.NET 9 · Python AI Service · PostgreSQL · Redis · Twilio · MCP · Docker/K8s

RivalscopeSaaS Teams

Automated competitive intelligence for product teams. Monitors competitor websites, pricing pages, changelogs, and social feeds every 15 minutes — AI-scores significance, delivers Slack/email alerts within 5 minutes of a change, generates briefings on demand, and auto-updates versioned battlecards.

.NET 10 · Python 3.12 · Blazor WebAssembly · PostgreSQL + Qdrant + Redis · MassTransit · AKS

WarmlySales

AI cold-email personalization engine for SDR teams. Auto-researches a prospect's website, news, and LinkedIn profile in under 60 seconds — generates 3 fact-grounded personalized openers, checks deliverability (spam score, CAN-SPAM, suppression list), syncs to HubSpot, and tracks reply sentiment with A/B testing.

.NET 10 · Python 3.12 · YARP Gateway (9 services) · OpenAI/Anthropic · pgvector · RabbitMQ · Stripe · AKS

BidWrightProposals

AI-powered RFP response platform. Import any RFP (PDF/DOCX) → system extracts questions, matches against an approved answer library, and generates a fully cited draft in under 10 minutes. Includes compliance matrix, DOCX export, brand-tone enforcement, and win/loss analytics.

.NET 10 · Python 3.12 · LangChain · LlamaIndex · PostgreSQL · Azure AI Search · Redis · Docker/K8s

ListablyReal Estate

AI listing copilot for real estate agents. Import MLS data → AI generates professional descriptions and highlights → fair-housing compliance check (LLM + rule-based) → auto/manual revision → comparable-market analysis → marketing kit for Facebook, Instagram, X, and email. Listing-ready in under 5 minutes.

.NET 10 · Python 3.12 · LangChain · PostgreSQL + pgvector · Redis · MassTransit · Docker/K8s

ClauseLensLegal

AI-powered contract review. Upload a contract → clause-by-clause risk flags scored against your firm's playbook, grounded redlines with rule citations, and a coordinated review workflow. First pass in under 2 minutes vs. $300–800 and 2–5 business days — every action recorded in a hash-chained, tamper-evident audit log.

.NET 10 · Angular 18 · Python 3.12 · LangChain + LlamaIndex · SQL Server · Azure AI Search · Redis

AuthPilotHealthcare

Prior-authorization automation for clinics and specialty practices. Pulls clinical data from the EHR via FHIR R4, auto-assembles payer-specific PA packets, AI-drafts medical-necessity narratives grounded in payer guidelines with citations, submits via clearinghouse, tracks every status update, and drafts denial appeals. HIPAA-aligned with PHI redaction and a 10-year hash-chained audit trail.

Java 21 · Spring Boot 3 · Next.js 15 + React 19 · Python FastAPI · LangChain · pgvector · Ragas · Azure Service Bus · AKS

FixRouteProperty Mgmt

AI maintenance triage for property management. Tenants submit requests by text, photo, or voice → AI classifies urgency with per-tenant confidence thresholds → simple issues get self-serve troubleshooting, the rest get weighted vendor matching (trade, proximity, rating, cost) and dispatch — in under 5 minutes, with SMS and push notifications.

Python 3.12 · Django 5 · Vue 3 · PostgreSQL + pgvector · Celery + Redis · Azure OpenAI · Entra ID · multi-region AKS

DocSynthDev Tools

API documentation that stays in sync with your code. Ingests OpenAPI 3.x specs → versioned human-readable reference docs and code examples (cURL/Python/Java) in 60 seconds → drift detection alerts on every push, classified breaking vs. non-breaking → SSRF-hardened interactive "Try It" console → immutable versioned publishing at stable URLs.

Java 21 · Spring Boot 3 · Vue 3 · Python 3.12 · LangChain + LlamaIndex · PostgreSQL 16 + pgvector · gRPC · Azure Front Door

ShipNoteDev Tools

AI-powered release notes and changelog generator. Ingests raw GitHub webhook activity — commits, PRs, issues — deduplicates redeliveries, handles out-of-order events with per-repo watermarks, categorizes every change deterministically, then hands clean, auditable change data to an LLM that writes the changelog your customers actually read.

.NET 10 · C# 14 · DDD bounded contexts · PostgreSQL + RLS · Redis · Azure Service Bus · EF Core · k6-load-tested

PlateProfitRestaurants

AI menu engineering & dynamic pricing for independent restaurants. Connects to the restaurant's POS, learns how customers actually buy, and delivers clear, ranked menu recommendations — data-driven decisions, always owner-approved, POS-friendly.

Multi-tenant SaaS · POS integration · AI-ranked recommendations · Owner-in-the-loop

CoachForgeFitness

AI training-program builder with athlete memory for online coaches. Generates a personalized, periodized program in under 30 seconds respecting goals, equipment, and injury history; summarizes weekly check-ins in 30 seconds; auto-suggests adherence-driven adjustments (coach always approves); and ingests wearable data with graceful degradation and outbox replay when providers go down.

Multi-tenant SaaS · Per-coach private athlete memory · Wearable ingestion · Human-in-the-loop adjustments · Outbox replay

GrantGenieNonprofits

AI-assisted grant discovery and drafting for small nonprofits. Finds relevant grant opportunities, drafts funder-aligned proposals grounded in the org's own approved materials with citations and eligibility checks, and tracks every deadline. Compresses a 12–25 hour proposal draft to 2–4 hours — with audit trails a board can trust.

Multi-tenant SaaS · Grounded drafting with citations · Eligibility checks · Deadline tracking · Audit trails

DispatchIQField Service

AI dispatch and route optimization for HVAC, plumbing, and electrical fleets. Matches jobs to qualified technicians in seconds, generates routes within 5% of theoretical optimum, and re-optimizes the whole day in real time on cancellations, urgent calls, traffic, or sick calls. Customers get accurate ETAs and proactive SMS/email; managers get audit trails, capacity guardrails, and override controls.

Multi-tenant SaaS · Real-time re-optimization · SMS/email notifications · Capacity guardrails · Audit trails

ReviewMateDev Tools

AI pull-request reviewer that catches risk and explains intent across the diff. Integrates with GitHub, GitLab, and Bitbucket to deliver automated, grounded, security-aware PR reviews — at human-reviewer speed, with engineering-lead clarity.

Multi-tenant SaaS · GitHub + GitLab + Bitbucket · Grounded, security-aware review

QueryPilotAnalytics

Governed NL-to-SQL copilot — plain-English questions become safe, audit-ready answers in under six seconds. Schema-grounded via vector retrieval so the model can't invent tables, tenant-isolated execution enforcing row- and column-level access policies, and an append-only audit log that never stores raw SQL or raw questions.

Multi-tenant SaaS · Vector schema grounding · Row/column-level policy enforcement · Append-only audit
Build with me

Have a workflow that's stuck in spreadsheets and manual steps? I'll turn it into software.

The same playbook behind the products is available for your idea — from a one-screen tool to a full AI-backed platform. You get a single accountable builder who owns the whole stack.

// 01

AI & RAG applications

Retrieval-grounded assistants, document Q&A, and agentic workflows that cite their sources — with guardrails for PII and prompt injection built in.

RAGpgvector / FAISSLangChainAzure OpenAIOllama
// 02

.NET back-ends & APIs

Clean-architecture services, CQRS, and well-governed REST/SOAP integrations — the kind that survive audits and on-call rotations.

.NET 10ASP.NET CoreCQRS · MediatREF CoregRPC
// 03

Modern front-ends

Fast, accessible React and Angular SPAs — typed end to end, responsive, and WCAG-conscious from the first commit.

React 19TypeScriptAngular 21Tailwind 4
// 04

Integrations & automation

Connecting the systems you already run — identity, security, and line-of-business tools — with retry logic and structured telemetry as a baseline.

ServiceNowActive DirectoryCyberArkREST / SOAP
// 05

Cloud & DevOps

Containerised delivery with CI/CD, infrastructure-as-code, and observability — so what ships in dev is what runs in production.

DockerAzure / AWSGitHub ActionsTerraform
// 06

Honest engineering

Clear scope, transparent trade-offs, and a written record of what's production-proven versus newly applied. No surprises at handover.

Spec-drivenTDD · xUnitArchitecture testsDocs
How a build runs

A spec-driven path from idea to a deployed product.

Every product above followed this sequence. It keeps scope honest and turns "wouldn't it be nice if…" into something running in your environment.

Specify

We write the spec first — contracts, constraints, and success criteria — before a line of feature code exists.

Architect

A clean-architecture foundation: clear boundaries, testable cores, and AI evaluation gates where the model matters.

Build & verify

Vertical slices shipped behind tests — unit, integration, and architecture — with quality gates on every push.

Deploy & hand off

Containerised CI/CD into your cloud, with documentation and observability so the team can run it without me.

// why this exists

The gap between
"we have this problem"
and "software is solving it"
used to be measured in years.

For 22 years I worked inside some of the world's largest enterprises — building systems that handled insurance claims, member registrations, enterprise process automation, Disney cruise reservations. The software was serious. The timelines weren't.

Months to scope. Months to build. Months to ship. And the businesses that needed it most — the independent vet clinic, the regional insurance TPA, the cooperative still running registrations on paper — couldn't afford the wait, or the bill.

At some point I stopped accepting that as a law of nature.

RC DATA CONQUEST exists because one experienced engineer with the right stack, the right discipline, and real AI tools can now ship what used to take a five-person team a year — in weeks, at production quality, for a fraction of the cost. Not by cutting corners. By knowing exactly which corners don't matter.

Every product I build starts from the same place: a real workflow that was still running on manual effort, paper, or multi-hour processes that software should have fixed a decade ago.

Enterprise-grade software, indie speed.
Conquest Labs badge
Raymund C. Caringal
// Founder & Engineer

Senior software engineer with 22+ years of enterprise delivery across regulated industries, insurance (Arch), entertainment (Disney Cruise Line), and government. Building NLP prototypes with Azure LUIS at Accenture since 2015 — before AI was fashionable.

Currently enrolled in the PGD AI & ML programme at AIM while shipping production products. Based in Metro Manila, PH. Building for the world.

↗ rcdataconquest.tech LinkedIn GitHub
22+
Years enterprise delivery
100+
Production automation workflows
27
AI products & builds
2015
First AI / NLP prototype
// the journey that built this
2000 – 2014
Enterprise foundations
16+ years of production C#/.NET across insurance, entertainment, and government. Learning what it means to build software that can't fail.
2015 – 2016
First AI prototype
Built NLP automation with Azure LUIS at Accenture — years before AI became mainstream. The seed of what this studio would become.
2016 – Now
Enterprise automation at scale
100+ production automation workflows integrating Active Directory, CyberArk, Cisco, and Mimecast across a global enterprise. Zero-downtime. In production today.
2024 →
RC Data Conquest
AI changed the economics. One senior engineer can now close the gap. ClaimQuill. VetScribe AI. OPTODEV. RestoreIQ. WaiverFlow AI. Shipping the products enterprises couldn't afford to build.
"AI changed the economics. A senior engineer with 22 years of production discipline and modern AI tools can now bring enterprise-grade software within reach of the businesses that actually need it most — delivered at a speed no agency or enterprise vendor can match."
Raymund C. Caringal
// Founder, RC Data Conquest
Conquest Labs — Enterprise-grade software, indie speed
Open for work

Got a workflow worth automating?

Whether you want to pilot one of the products or have me build something custom, the first conversation is free. Tell me what's slow, manual, or breaking — I'll tell you straight what it would take.

Start a conversation → See the code
✉ raymund_caringal@rcdataconquest.com ⌥ github.com/rcrock1978 in linkedin.com/in/raymund-caringal