Custom AI Automation Layer

From open-weight models
to production-grade
AI systems.

Unwind AI is a custom intelligence layer combining Llama-powered open-weight models with retrieval architectures, prompt engineering, guardrails, and workflow integrations — purpose-built for real business operations.

Open-weight AI Built with Llama RAG + Automation Private deployment Workflow-integrated API-ready
Infrastructure
Open-weight model layer
Deployment
Private & local capable
Architecture
Domain-tuned orchestration
Retrieval
RAG-enhanced intelligence
Integration
API + product ready
Solutions

What Unwind AI builds

Purpose-built AI systems for real operations — not generic wrappers, not black-box tools. Every system is designed for your workflow, your data, and your edge cases.

Custom AI Assistants
Purpose-built assistants tailored to your industry, workflow, and proprietary data. Not a chatbot wrapper — a contextual intelligence system.
→ Deployed inside your product
🔍
Knowledge-base Chat
Turn scattered documents, internal reports, and unstructured knowledge into a precise conversational retrieval system. Grounded, accurate, fast.
→ RAG over your private data
⚙️
AI Workflow Automation
AI-driven pipelines that connect your tools, trigger actions, and move intelligence through your operations without manual overhead.
→ End-to-end automation
📊
Research & Summarization
Compress hours of research into structured intelligence. Article digests, market summaries, report extraction — at production scale.
→ Structured output pipelines
🎯
Decision-Support Systems
Use AI to surface signals, structure context, and support smarter decisions — with proper human oversight built into the workflow.
→ Intelligence with guardrails
🔗
API-connected Agents
Agents that talk to your CRMs, databases, internal tools, and third-party APIs. Action-capable, context-aware, and production-safe.
→ Tool-augmented intelligence
🔒
Private / Local Deployment
Keep your data where it belongs. Unwind AI supports local model serving for privacy-sensitive environments and compliance-restricted workflows.
→ Ollama + on-premise capable
🧩
Product-embedded AI
AI features that feel native to your product — co-pilots, smart suggestions, auto-fills, summaries — integrated at the application layer.
→ Seamless product integration
Architecture

How the system works

A layered pipeline architecture that takes raw business data and converts it into trustworthy, actionable AI output.

Input

Business data enters from documents, APIs, CRMs, spreadsheets, dashboards, or internal tools — wherever your knowledge lives.

01
02
Retrieval

Relevant context is fetched dynamically through vector search and semantic retrieval — the model works with grounded information, not vague guesses.

Prompt Layer

Our prompt architecture shapes tone, task structure, output format, and reasoning chains to match the exact use case and user intent.

03
04
Model Layer

Open-weight Llama-family models power the intelligence core — optionally deployed locally, on your infrastructure, or within controlled cloud environments.

Guardrails

Instruction layers, validation filters, and output rules reduce unsafe, irrelevant, or off-format responses before they reach users.

05
06
Actions

The system can trigger downstream workflows, call APIs, update internal tools, generate formatted reports, or surface human-in-the-loop decisions.

Output

Final outputs become summaries, insights, structured responses, decision supports, automation triggers, or customer-facing content — ready for use.

07
Products & use cases

Built with Unwind AI

Real products and experiences powered by the Unwind AI intelligence layer — from agricultural intelligence to consumer goal-tracking apps.

Live · Agriculture

KYC Agri

Unwind AI is integrated as the intelligence layer behind KYC Agri — transforming agricultural and commodity data into structured, decision-ready workflows for serious market participants.

Article Summarization
Commodity Intelligence
Research Acceleration
Predictor Support
Market Signal Extraction
Premium AI Features
Llama-powered models RAG retrieval Workflow automation Summarization engine Market signal extraction
In development · AgriTech

HappyAgri

An agricultural intelligence platform powered by the Unwind AI layer — helping farmers, traders, and agri-businesses access structured market data, crop insights, and AI-driven advisory workflows.

Crop Intelligence
Market Price Feeds
Advisory Workflows
Farmer Decision Support
Weather + Yield Context
Knowledge Retrieval
Open-weight AI RAG over agri-data Domain-tuned orchestration Advisory pipelines API integrations
Coming soon · iOS App

Unwind Dreams

A premium AI-powered goal achievement app. It talks to users, understands their ambitions, converts them into realistic daily plans, and continuously adapts based on real execution — with a social accountability layer built in.

Conversational Goal-setting
Adaptive Daily Plans
Progress Dashboards
Streak Tracking
Friends Accountability
AI Plan Adaptation
iOS · Swift Llama-powered coaching Conversational AI Social layer Adaptive planning engine

More control.
Less dependence.

Closed black-box APIs are someone else's constraint on your business. Open-weight models give you the infrastructure to build AI that actually fits your workflow, data, and compliance requirements.

⚙️

Deployment flexibility

Run on your cloud, on local servers, or on-premise. No lock-in to a vendor's API terms.

🎯

Domain-specific tuning

Shape model behavior precisely for your use case — not just with prompts, but at the system and routing level.

🔒

Privacy-conscious deployments

Keep sensitive data inside your infrastructure. Useful for regulated industries and private business data.

🔌

Product integration without limits

No token throttles, no usage caps on the model level, no dependency on a company's pricing changes.

Unwind AI is a custom automation layer built on open-weight model infrastructure. Underlying model foundations are clearly attributed where required.

Services

What we deliver

From strategy to production deployment — every engagement is built around your actual workflow, not a template.

01
AI Automation Strategy
Map your workflows, identify AI leverage points, define the right architecture, and build a phased implementation roadmap.
For: founders, ops teams, product leads
02
Custom AI Chatbots
Context-aware conversational systems built for your domain, your users, and your data — not a generic GPT wrapper.
For: customer support, internal tools, research
03
RAG / Knowledge Systems
Retrieval-augmented pipelines that connect AI to your documents, databases, and structured knowledge bases.
For: knowledge-heavy businesses, research teams
04
AI Research Workflows
Automated pipelines that gather, process, summarize, and structure information from multiple sources at scale.
For: analysts, commodity desks, research products
05
AI Summarization Engines
High-throughput document summarization systems that produce structured, domain-specific output — not generic bullet points.
For: media, finance, legal, agriculture
06
Local / Ollama Model Setup
End-to-end local model deployment using Ollama and open-weight models — fully private, fully under your control.
For: privacy-conscious teams, regulated industries
07
Product AI Integration
Embed AI features natively into your existing product — co-pilots, smart suggestions, auto-processing, AI-enhanced UX.
For: SaaS founders, product teams
08
API & CRM Automation
AI agents connected to your CRM, spreadsheets, webhook endpoints, and business tools — taking real actions, not just answering questions.
For: ops teams, sales teams, automators
09
Internal Copilots
Private AI assistants for your team — trained on your SOPs, processes, policies, and institutional knowledge.
For: teams, HR, support, operations
10
Domain-specific AI Systems
Custom AI infrastructure designed around a vertical — agriculture, legal, finance, education, logistics — with tuned behavior and structure.
For: vertical SaaS, niche operators

The full stack

Every Unwind AI system is built across these six interconnected layers — each serving a specific function in converting raw data into trustworthy intelligence.

Frontend Layer
User-facing interfaces
Web apps Dashboards Portals Mobile interfaces Embedded widgets
Application Layer
Services & orchestration
Next.js / React Node / Python REST APIs Auth Routing logic
Intelligence Layer
Model & reasoning core
Llama-family models Model routing Prompt architecture Context handling Output shaping
Retrieval Layer
Knowledge grounding
Embeddings Vector search Chunking Semantic retrieval Knowledge grounding
Data / Workflow Layer
Sources & integration
PostgreSQL MongoDB Google Sheets CRMs Custom APIs Webhooks
Governance Layer
Safety & oversight
Guardrails Output validation Logging Human review Prompt versioning
Industries

Who it's for

AI systems built for businesses where data is complex, workflows are specific, and generic tools fall short.

🌾
Agriculture & Commodities
📈
Research-heavy Businesses
💼
Consulting Teams
📚
Education & Knowledge Products
🎧
Customer Support Operations
⚙️
Internal Operations Teams
🚀
AI-enabled SaaS Products
🔋
Small Teams Needing Leverage
Founder
D
Dhairya Pareek
Data Engineer · AI Builder · Automation-focused product developer

Built by someone who works with data systems, AI pipelines, and product workflows — not just slides and pitch decks. Dhairya Pareek focuses on automation systems, analytics, workflow design, and AI-powered product experiences that solve real operational problems.

With hands-on experience across data engineering, production integrations, and domain-specific AI deployment, Dhairya builds practical intelligence layers that deliver measurable business value.

In development
Next product

Unwind Dreams

A premium iOS accountability app powered by AI. It talks to you, understands your goals, converts them into realistic daily plans, and keeps you moving — day by day, milestone by milestone.

Your AI goal coach.
Always adapting.

Unwind Dreams starts with a conversation. The AI understands your ambitions, breaks them into milestones, and builds a focused daily checklist. Every night, it adapts tomorrow's plan based on what you completed — so you're always moving forward, never stuck.

💬

Conversational goal-setting

The AI asks the right questions to turn vague ambitions into clear, actionable milestones with realistic timelines.

📋

Adaptive daily plans

Each morning, a focused checklist built around your goal. Each evening, the system adjusts tomorrow based on your real progress.

👥

Social accountability layer

See friends' progress, compare streaks and goal proximity. Light visibility adds real motivation to keep going.

Coming soon — iOS
9:41 Unwind Dreams ●●●
Good morning, D.
You're 68% toward your goal. Keep the streak alive.
Active goal
Launch Unwind AI MVP
68% complete · Day 24 of 60
Today's plan
Review architecture doc
Write landing page copy
Send 3 outreach emails
Record demo walkthrough
Friends
Aryan
54%
Meera
71%
Rohan
40%

Build something
smarter than a chatbot.

From internal copilots to workflow automation and domain-specific intelligence — Unwind AI converts model capability into business capability.