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Our Services

AI-First Engineering, Full-Spectrum Delivery

IPINC is an AI development company. We train, align and evaluate large language models, ship production AI agents, and back it all with full-stack, cloud, data and QA engineering — delivered through staff augmentation, dedicated teams or end-to-end projects.

AI & LLM Development

LLM training and alignment (SFT, RLHF, DPO), synthetic data and evaluation pipelines, and production AI agents — RAG, MCP tool use, copilots and LLMOps.

Development

Full-stack web, SaaS and MVP development with React, Next.js, Python and Node.js, plus native and cross-platform mobile apps for iOS and Android.

Cloud & DevOps

Scalable infrastructure on AWS, Google Cloud and Azure — Kubernetes, Terraform, CI/CD, observability and GPU infrastructure for ML workloads.

Data Engineering & Science

ETL/ELT pipelines, warehouses and lakehouses, real-time streaming, analytics and BI, plus classical ML, NLP, computer vision and MLOps.

Staff Augmentation

Pre-vetted engineers in 24 hours, dedicated teams, project-based delivery and fractional CTO advisory — the engagement model that fits your roadmap.

QA, Security & Automation

Test automation with Playwright and Cypress, DevSecOps and compliance engineering (SOC 2, HIPAA, GDPR), plus workflow automation and systems integration.

AI Development ★

The core of what we build.

Our headline offerings — data, training and engineering for frontier and custom models, and the products built on them.

LLM Training & Alignment

The core differentiator — data and training services for frontier and custom models.

Supervised fine-tuning (SFT)RLHF & human preference dataDPORLAIFReward modelingPPO/GRPO-based post-trainingLoRA / QLoRA / PEFT fine-tuningInstruction-tuning dataset designHuman data operations (expert annotator pools, rubric design, quality control)Domain-expert data for coding, reasoning, math & industry verticalsMultilingual data creation

Synthetic Data & Evaluation

Data generation and the measurement layer every model program needs.

Synthetic data generation & augmentation pipelinesData deduplication, filtering & decontaminationModel evaluation & benchmarking (capability, safety, regression)Harness engineering — custom eval harnesses, agentic task environments, autogradersRed-teaming & adversarial testingLLM-as-judge pipelinesHuman eval program designSafety guardrails & content filtering

AI Agents & Applied LLM Engineering

Shipping LLM-powered products, not just models.

Agentic systems & multi-agent orchestrationModel Context Protocol (MCP) servers & tool useRAG pipelines & semantic searchPrompt & context engineeringBrowser-automation & computer-use agentsChatbots & copilots (web, WhatsApp, Slack, Telegram)Document intelligence & OCR pipelinesVoice & multimodal applicationsLLMOps: observability, evals-in-CI, cost & latency optimizationInference serving (vLLM, TGI, TensorRT-LLM), quantization & distillation
Engineering Services

Full-spectrum engineering, on demand.

Everything a modern product team needs — from frontend to firmware.

Frontend Engineering

ReactNext.jsVue & NuxtAngularSvelte/SvelteKitTypeScriptTailwind CSSDesign systems & component librariesAccessibility (WCAG)Web performance optimizationPWAsWebSockets & real-time UIs

Backend & API Engineering

Python (Django, DRF, FastAPI, Flask)Node.js (Express, NestJS)GoJava (Spring Boot).NETRuby on RailsPHP (Laravel)REST, GraphQL & gRPC APIsMicroservices & event-driven architectureJob queues & async processing (Celery, BullMQ)Payment integrations (Stripe)

Mobile Development

React NativeFlutterNative iOS (Swift, SwiftUI)Native Android (Kotlin, Jetpack Compose)App store release managementMobile CI/CD & crash analytics

Data Science & Machine Learning

PyTorchTensorFlowscikit-learnClassical ML & deep learningNLPComputer visionTime-series forecastingRecommender systemsExperimentation & A/B testingStatistical analysisBI & dashboards (Tableau, Power BI, Metabase, Looker)MLOps (MLflow, Weights & Biases, SageMaker, Vertex AI)

Data Engineering

ETL/ELT pipeline designApache AirflowdbtApache SparkKafka & event streamingFlinkData warehouses (Snowflake, BigQuery, Redshift, Databricks)Data lakes & lakehouse architectureWeb scraping & data acquisition at scale (Playwright, Scrapy)Data quality & governance

Databases & Storage

PostgreSQLMySQLMongoDBRedisElasticsearch / OpenSearchClickHouseVector databases (pgvector, Pinecone, Qdrant, Weaviate, Milvus)Database design, tuning & migrationsCaching strategies

Cloud & DevOps

AWSGoogle CloudAzureKubernetesDocker & containerizationTerraform & Pulumi (IaC)AnsibleCI/CD (GitHub Actions, GitLab CI, Jenkins, ArgoCD)Serverless (Lambda, Cloud Run)Observability (Prometheus, Grafana, Datadog, OpenTelemetry)SRE & incident managementCost optimization (FinOps)GPU infrastructure for ML workloads

QA & Test Automation

PlaywrightCypressSeleniumpytestJest/VitestAPI & contract testingLoad & performance testing (k6, Locust)Automated regression suites in CIAgent/eval harness testing for AI productsManual QA & exploratory testing

Security & Compliance

DevSecOps & secure SDLCPenetration testing & vulnerability assessmentSecrets management (Vault)Identity & access management (OAuth2, OIDC, SSO)SOC 2, HIPAA, GDPR compliance engineeringAI safety & responsible-AI practices

Automation & Systems Integration

Workflow automation (n8n, Zapier, Make)RPAMessaging & communications integrations (WhatsApp Business API, Slack, Twilio, email/eFax)Healthcare integrations (HL7/FHIR, EHR middleware)ERP/CRM integrationsLegacy system modernization

Embedded, IoT & Emerging Tech

Embedded Linux & OpenWrtFirmware development & hardware bring-up (UART, serial)IoT platforms & edge computingBlockchain & Web3 (smart contracts, Solidity)AR/VR prototyping
Delivery Models

Engage the way that fits your roadmap.

From a single engineer to a fully managed delivery team.

Staff Augmentation

Pre-vetted engineers who join your team within 24 hours.

Dedicated Teams

A long-term, fully aligned team working exclusively on your product.

Project Delivery

Fixed-scope projects delivered end to end, from discovery to launch.

MVP & SaaS Builds

Validate fast with an MVP, then scale it into a production SaaS product.

Fractional CTO

Architecture reviews, technical strategy and AI roadmap guidance.

24/7 Support

Monitoring, incident response and continuous improvement after launch.

Let's Build

Ready to build with AI-first engineers?

Tell us about your project — pre-vetted engineers can join your team within 24 hours.

Let's Connect