LLM Discovery & Scoping
Two-week scoping sprint: identify the AI use case, pick the model, define eval criteria.
LLM Integration Services
Plug GPT-5, Claude Opus 4.7, Gemini 2.5, or open-source models into the products your customers already use. We design the gateway, the prompts, the eval suite, and the cost controls so your LLM features ship in weeks and stay reliable in production.
120+
LLM integrations shipped
2-3 wks
Typical integration timeline
99.9%
Production uptime SLA
60%
Average inference cost cut
Production LLM integration done right
1
Multi-provider gateway
- Single SDK abstraction over OpenAI, Anthropic, Google, AWS Bedrock
- Automatic failover when a provider degrades
- Per-route model routing (cheap for simple, premium for hard)
- Bring-your-own-key support for enterprise customers
2
Retrieval-augmented generation (RAG)
- Document ingestion pipelines with chunking and metadata
- Vector storage on Pinecone, Weaviate, Qdrant, or pgvector
- Hybrid search combining BM25 and embeddings
- Citation tracking so users see the source
3
Tool calling and agents
- Type-safe tool schemas via Pydantic or Zod
- Multi-step agent loops with retry and human-in-the-loop
- Tool sandboxing for code execution and file IO
- Trace UIs your support team can debug from
4
Evaluation and quality control
- Golden test suites that run on every prompt change
- LLM-as-judge scoring with confidence thresholds
- Prompt versioning and A/B rollout
- Drift alerts when accuracy slips
5
Cost and rate-limit guardrails
- Per-tenant token budgets and hard caps
- Semantic caching to dedupe similar queries
- Streaming with prompt caching to cut cost 70-90%
- Real-time dashboards showing dollars per feature
6
Compliance and data handling
- PII redaction at the gateway layer
- SOC 2 / HIPAA / GDPR-friendly request flows
- Zero-retention configurations for regulated industries
- Audit trails of every prompt and response
Our LLM integration services
From first prompt to production-grade AI features
Gateway & SDK Build
Multi-provider gateway with rate limiting, caching, and observability built in.
RAG System Implementation
Document ingestion, vector search, hybrid retrieval, and citation rendering.
Agent & Tool Development
Tool-calling agents with sandboxed execution and human-in-the-loop fallbacks.
Eval & QA Engineering
Regression test suites, LLM-as-judge scoring, prompt rollout pipelines.
Migration & Optimization
Move from OpenAI to multi-provider, cut costs, hit new latency SLOs.
Why teams pick SpeedMVPs for LLM integration
Vendor-neutral by design
Swap providers in hours when pricing or quality changes: no rewrite required.
Eval-first, prompt-second
We define the test suite before writing the prompt. No vibes-based shipping.
Cost-aware architecture
Caching, model routing, and budgets baked in from day one: not bolted on later.
Observability included
Token counts, latency, cost, and quality metrics ship as Grafana dashboards.
Streaming UX out of the box
Tokens, tool events, and progress indicators stream to the client cleanly.
Handoff-ready code
Documentation, runbooks, and architecture diagrams ship with every project.
Why teams pick SpeedMVPs for LLM integration
Vendor-neutral by design
Swap providers in hours when pricing or quality changes: no rewrite required.
Eval-first, prompt-second
We define the test suite before writing the prompt. No vibes-based shipping.
Cost-aware architecture
Caching, model routing, and budgets baked in from day one: not bolted on later.
Observability included
Token counts, latency, cost, and quality metrics ship as Grafana dashboards.
Streaming UX out of the box
Tokens, tool events, and progress indicators stream to the client cleanly.
Handoff-ready code
Documentation, runbooks, and architecture diagrams ship with every project.
LLM integration, FAQ
Start with the best model for your use case (usually Claude Opus 4.7 or GPT-5) to validate the experience, then add cheaper models behind a router for routine queries. We design the gateway so swapping providers takes a config change, not a rewrite.
It depends on prompt size and traffic, but most well-architected integrations cost $0.001-$0.05 per request. We build cost dashboards and per-tenant budgets so you see the number before customers do.
Use RAG when answers must come from your data (docs, tickets, code). Use prompt-only when the model's training data is sufficient. We pick based on eval results, not buzzwords.
Three layers: structured outputs with schema validation, RAG with citations users can verify, and an eval harness that catches regressions before deploy. For high-stakes flows we add human-in-the-loop.
We support zero-retention provider configs, on-prem inference for regulated workloads, PII redaction at the gateway, and audit logs for SOC 2 / HIPAA / GDPR alignment.
Yes. Most integrations sit alongside your current stack: we add a gateway service, instrument your client, and ship features behind feature flags so rollout is safe.
Trusted by Global Companies Building AI Products
We've helped startups and enterprises worldwide transform their AI ideas into production-ready MVPs in 2–3 weeks. From fintech platforms to AI assistants, our global MVP development services have launched 18+ AI products serving users across the US, Europe, and Asia.
Portfolio: AI Products Built for Global Startups
From content platforms and AI assistants to analytics dashboards and fintech solutions: see how we've transformed ideas into production-ready MVPs in 2-3 weeks across diverse industries. Each product launched successfully, serving users globally.
UseArticle
AI-powered content creation and management platform that helps teams produce high-quality articles at scale.
AgentHi
Intelligent virtual assistant that streamlines customer support and automates routine business tasks.
StatsHub
Comprehensive analytics dashboard providing real-time insights and data visualization for businesses.
Harimaxx
Personal fitness companion with AI-driven workout plans and nutrition tracking for optimal health.
Vaga
Smart travel planning app that curates personalized itineraries and local experiences.
FoodScan
Nutrition analysis app that scans food items and provides detailed nutritional information instantly.
MyJobReach
Job matching platform connecting talented professionals with their dream opportunities.
TravelGram
Social platform for travelers to share experiences, discover destinations, and connect globally.
SuperStatz
Advanced sports statistics platform delivering in-depth analysis and performance metrics.
Cashbook
Simple expense tracking and budgeting app that helps users manage their finances effortlessly.
TypeFast
Typing speed improvement platform with gamified lessons and real-time performance tracking.
Easy Loan
Streamlined loan management system that simplifies borrowing and lending processes.
Explore Related Content
Discover more services, technologies, case studies, and resources
Service
Custom AI Tools Development
Build bespoke AI-powered internal tools and automations that streamline workflows, boost productivity, and unlock new insights across your organisation.
Service
LLM App Development
Build production-ready applications powered by large language models. GPT-4o, Claude Sonnet, Gemini, and open-source LLMs. From simple integrations to complex multi-agent systems, shipped in 2–3 weeks.
Service
AI Chatbot MVP Development
Build a branded AI chatbot MVP in 2 weeks. From customer support bots to internal knowledge assistants and sales qualification chatbots: we deliver production-ready chatbots your users will actually use.
Page
LangChain App Development for LLM Products
Build LLM products with LangChain: RAG pipelines, tool calling, agents, and evaluation. We ship reliable LLM apps that work in production.
Page
OpenAI‑Powered GPT MVP Development
Build GPT-powered MVPs using OpenAI models with RAG, guardrails, and production deployment. Ship a reliable product, not a demo, in weeks.
Service
AI MVP Development Services
AI MVP development services for funded startups and enterprise teams in the US, UK, Canada, Australia, and the EU. As an AI MVP development company, we build custom, AI-powered MVPs that ship production-ready, with real LLM integration and full code ownership, priced in USD and delivered in 2-3 weeks.
Service
Integrate AI into Existing Software
Smoothly integrate AI capabilities into your existing software systems. We enhance your current applications with intelligent features, automation, and AI-powered insights while maintaining system stability.
Service
Marketplace Platform Development
We build two-sided marketplace platforms, buyers on one side and sellers or service providers on the other, with the onboarding, commission handling, and trust systems a single-vendor storefront doesn't need. This is a different build than a standard e-commerce site, which sells one company's own inventory.
Ready to Build Your MVP?
Schedule a complimentary strategy session. Transform your concept into a market-ready MVP within 2-3 weeks. Partner with us to accelerate your product launch and scale your startup globally.