LLM application engineering
Connect foundation models to products with structured outputs, tool use, and orchestration.
OpenAIAnthropic ClaudeAWS BedrockLangChain
Techtoor.
Enterprise AI systems & production LLM engineeringBuilt for real-world work
Mission-ready AI systems. Built for real work.
We integrate LLMs, build RAG and LangChain systems, and train machine-learning models. Our Claude and AWS AI-certified developers work with you from prototype to launch.
Core engineering disciplines
01 / ORCHESTRATION
LLM Integration
LangChain workflows
02 / RETRIEVAL
RAG Systems
Knowledge-grounded answers
03 / MODELING
Model Training
Fine-tuning & evaluation
04 / KNOWLEDGE
Knowledge Bases
Ingestion & retrieval
Claude-certified developers AWS AI certifications Google Cloud certifications
AI WORKBENCH // KNOWLEDGE SYSTEMS
ILLUSTRATIVEEXAMPLE KNOWLEDGE QUERYPRIVATE DATA CONTEXT
>_Find the most relevant guidance in my knowledge base.
Retrieval pipelineContext → response
HOP 01
Prepare context
Documents · APIs · data
HOP 02
Retrieve knowledge
Search · rank · ground
HOP 03
Generate response
LLM · tools · citations
HOP 04
Evaluate output
Quality · safety · delivery
ENGINEERING TRACEEXAMPLE
[INGEST] Prepare connected knowledge
[RETRIEVE] Find and rank context
[GENERATE] Return a grounded response
SOURCE CONTEXT
Connected
ACCESS RULES
Considered
CITATIONS
Traceable
LLM · RETRIEVAL · EVALUATIONDESIGNED AROUND YOUR DATA & REQUIREMENTS
AI Engineering
From AI prototype to production.
We help teams apply AI to real problems with practical engineering: connected models, grounded answers, trained systems, and thoughtful deployment.
LLM Integration
Connect leading language models to your product, data, and business tools with secure, useful workflows.
RAG & Knowledge Search
Make trusted company knowledge searchable with retrieval augmented generation, citations, and access controls.
LangChain Agents
Orchestrate tools, prompts, and multi-step processes with observable, production-minded agent workflows.
Machine Learning
Train, fine-tune, and evaluate models against the data and outcomes that matter to your team.
AI Product Engineering
Ship the interfaces, APIs, evaluation, and cloud foundations that make AI capabilities reliable in real use.
Why Work With Us?
Claude and AWS AI certified developers on the team
Practical model evaluation and responsible deployment
Direct collaboration with an energetic startup team
Support from prototype through production
Delivery Model
From planning to launch, one focused product team.
Clear milestones, active communication, and practical execution at each step.
AI Engineering
Build useful products with production-ready AI.
From LLM integration and LangChain orchestration to model training and RAG, we connect capable AI to the knowledge and workflows your business already relies on.
Workflow Canvas
A grounded AI workflow
RAG architecture
Lead Trigger
Capture forms, chats, and inbound events instantly.
ProcessingLive
Core AI
AI Decision Layer
Summarize, score, and choose the next best action.
ProcessingLive
CRM Sync
Push qualified data into your pipeline automatically.
ProcessingLive
Client Updates
Notify the team by Slack, email, or WhatsApp.
ProcessingLive
Runtime Summary
4-step workflow map
AI summaries in seconds
CRM + inbox sync
Built-in quality checks
Ground answers in approved sources
Evaluate retrieval and response quality
Keep people in control of key actions
Why it feels different
Less dashboard. More actual flow logic.
Our developers bring Claude and AWS AI certifications alongside hands-on product engineering. We are an energetic team that values clear communication, fast learning, and careful delivery.
Claude certified developers
AWS AI certified developers
Curious, collaborative startup team
Lead intake and qualification
Sales routing and CRM updates
Customer support copilots
Built for real work
Start with a focused use case, validate answer quality, then integrate and monitor the system in production.
Supercharge your sales
Put your business workflows to work with AI-powered CRM
Connect customer data, language models, and the tools your team already uses. We build CRM integrations and AI-assisted workflows that help teams find context, summarize activity, and move work forward.
AI engineering toolkit
The engineering behind useful AI.
From model integration and RAG to training, orchestration, and deployment, we build across the full AI system—not just the interface.
RAG & knowledge systems
Build the path from source data to grounded answers with retrieval, reranking, and citations.
EmbeddingsVector searchRerankingKnowledge ingestion
Model training & evaluation
Fine-tune models for a task, evaluate their outputs, and improve them against clear criteria.
PyTorchHugging FaceFine-tuningModel evaluation
Agents & workflow orchestration
Coordinate models, tools, and multi-step workflows with observable execution paths.
LangChainLangGraphTool callingWorkflow design
AI infrastructure & deployment
Ship AI capabilities with cloud, APIs, and deployment patterns that fit your product.
AWSModel APIsDockerProduction deployment
Data & integration layer
Connect business data and existing systems to the models and retrieval pipelines that use them.
PythonAPIsData pipelinesSystem integration
AI in a real product
Explore Younglancer, built for young talent.
Browse the live Younglancer website right here. Scroll through its features and see how AI-powered job recommendations fit into a complete freelance platform.
AI-powered job recommendations
Freelancer profiles and portfolios
Projects, payments, and platform workflows
AI SUPPORT PREVIEWINTERACTIVE DEMO
T
Techtoor Assistant
Support · Example conversation
Hi! I can help find information or connect you with support. What do you need?
Demo responses only. Connect a model and help center for live, source-grounded answers.
AI Product Experience
Make advanced AI feel simple to use.
Great AI products need more than a model. We design the web experience around useful interactions, clear outputs, and trust.
AI assistant interfaces
Clear chat and copilot experiences that make model capabilities easy to use.
Human-centered AI
Design workflows that keep people in control and make AI output understandable.
Evaluation-ready product UX
Interfaces shaped around feedback, review, and iteration as model quality improves.
Inside Our Workshop
A closer look at what we build.
Explore product work, interface systems, and delivery outcomes shaped for real users and real operations.
Younglancer AI matching
LIVE PRODUCTRecommended opportunity
Frontend Developer
Skills aligned with your profile
ReactUI EngineeringPortfolio fit
Younglancer AI matching
AI recommendations connect young freelancers with opportunities that fit their skills and experience.
Knowledge support assistant
RAG EXPERIENCESupport conversation
How do I get started?
Here are the most relevant steps from the getting started guide.
Source · Getting started guide
Knowledge support assistant
A support experience that searches product knowledge and returns clear answers grounded in relevant sources.
Illustrative experienceAI-assisted CRM workflow
AI WORKFLOWAccount brief
Customer context
Recent activity summary
Key needs, recent conversations, and a suggested next action in one view.
AI-assisted CRM workflow
Bring customer context into one workflow with AI summaries, lead signals, and suggested next steps.
Illustrative experience“
Techtoor understood the product direction quickly and turned it into a reliable platform.
Younglancer Team
“
The team simplified a technical idea into a cleaner, faster, and more usable product experience.
consolelog.net
Need Help? Open a Ticket
Our support team will get back to you ASAP via email.
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