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AKS Techies

AI Integration & GenAI Applications

Useful AI that works with your business information — carefully.

We add AI where it genuinely saves time: answering common questions, finding information in documents and drafting routine replies, with clear limits and human review.

Illustrative document assistant showing a document library, a question and an answer with source references

01

What we can build

02

Ask a sample business assistant

Pick a question to see a prepared example answer. No live AI or real documents are used in this demonstration.

Website assistant / concept

Interior design concept assistant

Interactive AI concept demo
Hi! I'm the interior design concept assistant. Ask me about services, prices or bookings.
Predefined demo answers — no AI model is running.
Knowledge workspace / document review

Approved documents

Client handover guide.pdf Sample document · access checked

Prepared example answer — no live AI or document access.

03

How it helps your business

Teams spend hours answering the same questions and searching documents, but generic AI tools can't safely use your business information.

Who it's for

  • Support and sales teams
  • Businesses with large document libraries
  • Operations handling repeated requests
  • Products adding AI features

What users can do

  • Ask questions in plain language
  • See which source an answer came from
  • Hand over to a person when needed
  • Review AI suggestions before sending

Possible integrations

  • Website chat
  • Document storage
  • Help desk or CRM
  • Email

04

The technology behind your solution

These are the options most relevant to this service — not a fixed stack. The final stack depends on your requirements, security needs, existing systems, budget and maintenance plans.

AI & GenAI

Models, retrieval and controls that keep answers grounded and costs predictable.

  • OpenAI APILanguage and embedding models accessed securely from the server.
  • Google GeminiGoogle's model family — an alternative provider for text and multimodal tasks.
  • Anthropic ClaudeModel provider often chosen for long documents and careful reasoning.
  • Retrieval (RAG)Ground AI answers in your approved documents, with source references.
View technology options (4)
  • EmbeddingsTurn text into vectors so content can be found by meaning, not just keywords.
  • pgvectorVector search inside PostgreSQL — keeps AI retrieval next to your business data.
  • Tool callingLet a model trigger approved actions, such as looking up an order.
  • LangChainOptional orchestration library for multi-step AI workflows.

Backend & APIs

Business logic, integrations and secure data access.

  • PythonUseful for backend services, data processing, automation and AI integrations.
  • FastAPIFast, typed Python APIs — a common choice for AI and data services.
  • Node.jsJavaScript on the server — APIs, integrations and real-time features.
  • DjangoPython web framework suited to structured, database-driven applications with a built-in admin.

Databases & data

Where records, content and files are stored.

  • PostgreSQLReliable relational database for business records, reporting and vector search.
  • SupabaseManaged PostgreSQL with authentication, storage and access rules.
  • RedisIn-memory store for caching, queues and sessions.

How these fit this service

05

How we build it

  1. 01

    Understand

    The tasks AI could help with, the information it may use and the risks to manage.

  2. 02

    Prototype

    A small test with approved sample content to check usefulness and quality.

  3. 03

    Evaluate

    Test answers against real questions, measure quality and set guardrails.

  4. 04

    Integrate

    Connect to your site or tools with access controls and usage limits.

  5. 05

    Monitor & improve

    Review quality, costs and feedback after launch under the agreed support.

06

What your scope can include

  • Use-case assessment
  • Approved knowledge sources setup
  • AI feature integrated into your site or tool
  • Evaluation and quality report
  • Access controls and usage limits
  • Human review steps where needed

The proposal defines what's included. Hosting, maintenance, third-party subscriptions and ongoing support are agreed separately where needed; support is not unlimited. Hosting, subscriptions, deployment arrangements, maintenance and ongoing support are agreed for each project.

07

Questions about this service

08

Related work

Concept demonstrations and case studies from our projects. Concept items are illustrative, not client deployments.

See all related projects →
Document workspace behind the Doclantern concept assistant
AI & GenAIConcept demo

Doclantern — document search assistant

A concept assistant that answers questions from a company's own documents: staff ask in plain language and get an answer with the source passages it came from.

Generative AIRAGEmbeddingsTypeScript
View case study

Related services

Let's talk

Let's discuss your project.

Tell us what you're trying to achieve. We'll help you explore the right solution and determine the next step.