On DemandIn 24 HoursAt Scale
From RLHF data pipelines to production AI agents — pre-vetted engineers, ready to join your team within 24 hours.
See our AI, real estate & medtech experience →
We lead with AI development — LLM training data, fine-tuning, evaluation and agentic systems — backed by full-spectrum engineering across web, mobile, cloud and data. Engage us through staff augmentation, dedicated teams or project-based delivery.
LLM training and alignment (SFT, RLHF, DPO), synthetic data and evaluation pipelines, and production AI agents — RAG, MCP tool use, copilots and LLMOps.
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.
Scalable infrastructure on AWS, Google Cloud and Azure — Kubernetes, Terraform, CI/CD, observability and GPU infrastructure for ML workloads.
ETL/ELT pipelines, warehouses and lakehouses, real-time streaming, analytics and BI, plus classical ML, NLP, computer vision and MLOps.
Pre-vetted engineers in 24 hours, dedicated teams, project-based delivery and fractional CTO advisory — the engagement model that fits your roadmap.
Test automation with Playwright and Cypress, DevSecOps and compliance engineering (SOC 2, HIPAA, GDPR), plus workflow automation and systems integration.
Train, align and evaluate your models with specialized human and synthetic data — SFT, RLHF, DPO and reward modeling, custom eval harnesses and red-teaming — then ship them as production-ready AI agents.
From training data to evaluation to production agents.
Benchmarks, custom eval harnesses, LLM-as-judge pipelines and red-teaming to measure capability, safety and regressions.
Expert-written code data, agentic task environments and autograders that sharpen your model’s software engineering skills.
Step-by-step math, logic and reasoning data with rubric-based quality control for SFT, RLHF and DPO.
Domain-expert data for healthcare, real estate and other verticals, plus multilingual data creation.
Who we’ve worked with and what we’ve built for them.
Direct annotation and harness-engineering engagements, plus AI agent projects with Google, Alibaba and Microsoft, among others.
Extensive platform work for DispoGenius, Compass, Real Brokerage and Elevated Real Estate Group.
Healthcare platforms including EHR middleware, eFax pipelines and HL7/FHIR integrations.

CTO
Everything you need to know about working with IPINC on AI and engineering projects.
LLM training and alignment (SFT, RLHF, DPO, reward modeling), synthetic data generation, model evaluation and red-teaming, and applied LLM engineering — AI agents, RAG pipelines, MCP servers, copilots and LLMOps.
Yes. We run expert annotator pools with rubric design and multi-layer quality control, covering coding, reasoning, math, industry verticals and multilingual data.
We design custom eval harnesses, agentic task environments, autograders and LLM-as-judge pipelines, and run red-teaming and adversarial testing for capability, safety and regressions.
Yes. We build agents, RAG pipelines and copilots that plug into your existing stack — web, mobile, Slack, WhatsApp, EHR and CRM systems — with observability and cost controls from day one.
Pre-vetted engineers can join your team within 24 hours through staff augmentation, or we can assemble a dedicated team or deliver your project end to end.
── "Ipinc team effectively integrated with our internal team project management system. The team is skilled professional technical."