RAG Knowledge Assistants
Chatbots that answer from your documents, wikis, tickets and product data — with citations instead of guesses.
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AI Development Agency · 10+ Years of Engineering
Make Your Business AI-Powered Without Wasted Spend
Soft Oceans builds production-grade RAG systems, AI agents and LLM integrations — and optimizes your cloud, token and software costs so AI pays for itself.
10+ yrsSoftware engineering
50+Products delivered
30–60%Typical cost savings found
3Global offices
Trusted by brands across the USA, UK, Sweden, UAE & beyond
What We Build
AI Development Services That Ship to Production
End-to-end AI engineering — from data pipelines and retrieval design to evaluation, guardrails and LLMOps.
AI Search & Recommendations
Semantic and hybrid AI search with natural-language discovery, plus recommendations driven by real similarity signals.
Learn more →Document Intelligence
LLM pipelines that turn invoices, contracts and forms into structured, validated data — human review only where needed.
Learn more →AI Agent Development
Multi-step agents that take action across your CRM, ERP and internal tools — with guardrails, retries and fallbacks.
Learn more →LLM Integration & Fine-Tuning
Frontier and open-weight models integrated with prompt engineering, structured outputs and fine-tuning where it earns its cost.
Learn more →LLMOps & AI Evaluation
Evaluation harnesses, regression tests for prompts and retrieval, observability and cost monitoring. We make AI measurable.
Learn more →
Cost Optimization
We Don't Just Build. We Cut Your Costs.
Most companies overpay for cloud, AI and software they don't fully use. We audit your entire stack and remove the waste — so your technology budget funds growth, not idle services.
Up to 60%reduction in monthly cloud & AI spend found in typical audits
Cloud & AWS Cost Audit
We find and shut down AWS and cloud services you're paying for but don't actually need — oversized instances, idle resources and redundant tooling.
Learn more →LLM Token Optimization
Caching, prompt compression, smart model routing and batching that reduce your LLM token usage and API bills — without losing quality.
Learn more →Plugin & SaaS Audit
We replace overlapping paid plugins, licenses and subscriptions with lean custom code or free alternatives — cutting recurring fees for good.
Learn more →Performance Engineering
Faster code and smarter caching mean smaller servers and lower bandwidth bills — performance tuning that pays for itself.
Learn more →
Our Process
From Raw Data to a Monitored AI System
A disciplined path with evaluation gates at every step — nothing ships without measurable accuracy and a cost budget.
See How We Work01
Discovery & Data Audit
We map your knowledge sources, current spend, and success metrics before writing a line of code.
02
Architecture & Cost Budget
Retrieval design, model selection and a token/cloud budget agreed up front.
03
Build & Guardrails
Grounded prompting, citations, structured outputs and hallucination controls.
04
Evaluate
Golden datasets and automated accuracy scoring before anything goes live.
05
Deploy & Monitor
Observability, caching, cost controls and continuous evaluation in production.
Results
Outcomes We've Shipped
From recent engagements. Client names withheld to protect confidentiality.
~40%faster support-ticket resolution with a RAG assistant
~55%lower monthly AWS bill after a cloud cost audit
~70%fewer LLM tokens via caching & model routing
~80%less manual data entry via document extraction
Our Toolchain
AIOpenAI GPT
CLAnthropic Claude
GEGoogle Gemini
LLMeta Llama
MIMistral
OWOpen-Weight Models
AWSAWS Bedrock
AZAzure AI Foundry
VXGoogle Vertex AI
HFHugging Face
LCLangChain
LGLangGraph
PGpgvector
ESElasticsearch
PHPPHP
SFSymfony
LVLaravel
NDNode.js
PYPython
REReact
NXNext.js
VUVue.js
TSTypeScript
TWTailwind CSS
MYMySQL
PGPostgreSQL
RDRedis
DKDocker
AWSAWS
MQRabbitMQ
WPWordPress
WCWooCommerce
SHShopify
M2Magento 2
STStrapi (Headless)
DRDrupal
CFContentful
SASanity
Engineered on the Modern AI Stack
Vendor-neutral by design. We pick the AI, development and CMS stack that fits your accuracy, latency and budget targets.
Models
AIOpenAI GPTCLAnthropic ClaudeGEGoogle GeminiLLMeta LlamaMIMistralOWOpen-Weight ModelsModel Platforms
AWSAWS BedrockAZAzure AI FoundryVXGoogle Vertex AIHFHugging FaceOROpenRouter
Frameworks, Evaluation & Retrieval
LCLangChainLGLangGraphLILlamaIndex
LFLangfuse
RGRagas
PCPinecone
QDQdrant
PGpgvectorESElasticsearchBackend
PHPPHPSFSymfonyLVLaravelNDNode.jsPYPythonFrontend
REReactNXNext.jsVUVue.jsTSTypeScriptTWTailwind CSSData & Infrastructure
MYMySQLPGPostgreSQLRDRedisDKDockerAWSAWSMQRabbitMQCMS & Ecommerce Platforms
WPWordPressWCWooCommerceSHShopifyM2Magento 2STStrapi (Headless)DRDrupalCFContentfulSASanity
A Decade of Engineering Behind the AI
Full-Stack & Ecommerce Development
Our AI work stands on 10+ years of certified web engineering. It's why our AI integrates cleanly into real platforms — not as a bolt-on.
CMS Development
Custom builds, themes, extensions, migrations and speed optimization across every major CMS and ecommerce platform.
WordPressWooCommerceShopifyMagento 2DrupalStrapiContentfulSanity
Explore CMS services →
Frontend Development
Fast, accessible, conversion-focused interfaces — from component libraries to complete web applications.
ReactNext.jsVue.jsTypeScriptTailwind CSSHTML/CSS
Explore frontend services →
Backend Development
Robust APIs, business systems, integrations and databases — inventory, POS, CRM and ERP platforms built to scale.
PHPSymfonyLaravelNode.jsPythonMySQLPostgreSQLREST / SOAP APIs
Explore backend services →
Our Work
Recent Relevant Completed Projects
A few of the responsive, highly optimized platforms we've delivered for clients worldwide.
Intense Oud
Luxury fragrance ecommerce storefront with a refined shopping experience.
G-SP of Sweden
Multi-vendor spare-parts marketplace serving customers across Scandinavia.
AskWho
Community Q&A platform with companion Android and iOS mobile apps.
Elite Horizon
WooCommerce store engineered for speed, conversion and easy management.
Dedicated Team
Hire Dedicated Developers Who Work as Your Team
Scale up with senior AI engineers, Symfony/PHP developers, React specialists and CMS experts — full-time or part-time, working in your time zone with direct communication.
- Start within 1–2 weeks, no long-term lock-in
- Senior engineers only — vetted on real production work
- Save up to 60% vs. hiring in-house in the US or EU
AI
AI / LLM Engineer
RAG, agents, evaluation & LLMOps
Backend
Symfony / PHP Developer
APIs, integrations & business systems
Frontend
React Developer
Web apps, dashboards & storefronts
CMS
CMS Specialist
WordPress, Shopify & Magento experts
About Soft Oceans
Real, Working AI — Not Just Prototypes
Many agencies build AI demos that impress in a meeting but break in the real world. We've spent more than a decade shipping production software across the USA, UAE and Pakistan — and we bring that discipline to every AI system we deliver.
More About UsLet's Build Your AI Advantage
Tell us what you're building — or what you're overspending on. We'll reply within one business day.
Book a Free Discovery Call