# Avant Concepts

> AI-focused software development company. We design and build AI-native products end to end — LLM integration, AI agents, RAG, machine learning, and full-stack engineering — for founders and product teams.

Avant Concepts is a U.S.-based software studio specializing in AI-native products. We work as an integrated team across strategy, design, engineering, and machine learning, partnering with a small number of founders and product teams at a time. Most AI-native MVPs ship in four to eight weeks.

## Services

- [AI Product Development](https://www.avant-concepts.com/#services): End-to-end AI-native products where intelligent systems are core to the user experience, not a feature bolted on.
- [LLM & Generative AI Integration](https://www.avant-concepts.com/#services): Production integrations with OpenAI, Anthropic, Google, and open models. Prompt engineering, evaluation, guardrails, and cost-optimized inference.
- [AI Agents & Automation](https://www.avant-concepts.com/#services): Autonomous and semi-autonomous agents with tool use, planning, memory, and human-in-the-loop workflows.
- [RAG & Knowledge Systems](https://www.avant-concepts.com/#services): Retrieval-augmented generation grounded in your data. Vector search, hybrid retrieval, document pipelines.
- [Machine Learning Engineering](https://www.avant-concepts.com/#services): Classification, ranking, recommendation, forecasting, NLP, and computer vision built for production.
- [Custom Model Fine-Tuning](https://www.avant-concepts.com/#services): Fine-tuned LLMs, smaller task-specific models, and distillation pipelines.
- [Full-Stack Engineering](https://www.avant-concepts.com/#services): React, Next.js, TypeScript, Node, Python, Go.
- [Mobile App Development](https://www.avant-concepts.com/#services): Native iOS, Android, React Native.
- [MLOps & Cloud Infrastructure](https://www.avant-concepts.com/#services): Serverless and GPU-backed deployments, evaluation pipelines, observability, and cost monitoring.
- [AI Strategy & Advisory](https://www.avant-concepts.com/#services): Technical due diligence, model selection, build-vs-buy, and roadmap design.
- [Data Engineering](https://www.avant-concepts.com/#services): Pipelines, warehousing, and feature stores that turn raw data into product intelligence.
- [Technical Due Diligence](https://www.avant-concepts.com/#services): Independent reviews of AI systems, codebases, and engineering teams for investors and boards.

## Differentiators

We're a senior, integrated team. Strategy, design, engineering, and ML live under one roof, so the people who scope the work are the people who build it. We work with two or three clients at a time — small by design, with no offshoring or hand-offs to juniors. Most AI-native MVPs ship in four to eight weeks. We're provider-agnostic and have shipped systems on OpenAI, Anthropic, Google, and open-source models.

## Industries

- [Consumer & Lifestyle](https://www.avant-concepts.com/#industries): Apps that live on phones — personalization, social, dating, wellness, creator tools.
- [SaaS & B2B](https://www.avant-concepts.com/#industries): AI-augmented productivity, vertical SaaS, internal tools, and platforms for teams that ship.
- [Fintech](https://www.avant-concepts.com/#industries): Underwriting, fraud, document intelligence, and conversational interfaces over financial data.
- [Healthcare & Wellness](https://www.avant-concepts.com/#industries): Clinical workflow, patient engagement, and structured extraction from medical text — built to respect compliance.
- [E-commerce & Retail](https://www.avant-concepts.com/#industries): Search, recommendations, personalization, and AI shopping experiences that lift conversion.
- [Media & Creator Tools](https://www.avant-concepts.com/#industries): Generative content, editing copilots, and AI products built for the people who shape culture.

## Engagements

Fixed-scope projects, monthly retainers, and embedded engineering. Most clients start with a short discovery sprint to align on scope, then move into a build engagement. AI-native MVPs typically ship in four to eight weeks.

## Resources

- [Homepage](https://www.avant-concepts.com/): Site root and overview.
- [Services](https://www.avant-concepts.com/#services): Full catalog of what we build.
- [Capabilities](https://www.avant-concepts.com/#capabilities): Models, frameworks, and infrastructure we work with.
- [Industries](https://www.avant-concepts.com/#industries): Where we deploy AI products.
- [How We Work](https://www.avant-concepts.com/#process): Discovery, design, build, iterate.
- [Selected Work](https://www.avant-concepts.com/#work): Recent projects.
- [About](https://www.avant-concepts.com/#about): Background and approach.
- [FAQ](https://www.avant-concepts.com/#faq): Scope, pricing, timelines, models, location.
- [Contact](https://www.avant-concepts.com/#contact): Start a project.
- [Blog](https://www.avant-concepts.com/blog/): Notes on AI, LLMs, agents, and production engineering.

## Selected Work

- [AISURU](https://www.aisuru.dating): AI-curated dating. Users write five short essays; AI extracts personality traits and delivers compatible matches every morning — no swiping required.

## Contact

- [Website](https://www.avant-concepts.com/): Main site.
- [Email](mailto:ben.subercaseaux@avant-concepts.com): Direct contact.
- [Start a project](https://www.avant-concepts.com/#contact): Project inquiry form.

## Optional

- [Full marketing reference](https://www.avant-concepts.com/llms-full.txt): Long-form, comprehensive site content for deeper context.