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AI Knowledge Base

Help teams and customers find accurate information in seconds - without searching through files, docs, and chats

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150+ reviews
team
85+ specialists
17,000+ hours

AI knowledge base development services

🧠 RAG-Based Knowledge Systems

Answers come from your own documents and data, not from what the AI model learned in general. Each answer is specific to your business and backed by real sources, which reduces made-up responses.

📥 Data Ingestion & Indexing

We connect your documents, databases, cloud storage and internal tools, then clean, split and index the content with metadata. As a result, the system finds the exact piece of information each question needs.

🔐 Access Control & Permissions

The knowledge base respects roles: employees, departments and customers see only the content they are allowed to access. Sensitive information, such as HR or financial data, stays out of answers for the wrong users.

🔄 Knowledge Updates & Versioning

When source documents change, the knowledge base updates with them automatically. Answers rely on the current version of each document, and outdated policies, prices or instructions no longer show up in responses.

📊 Analytics & Feedback Loops

You see what people ask most and which answers users rate as unhelpful. This reveals topics missing from your documentation, so your team knows what to add and the knowledge base gets better over time.

Our Case Studies

alphaAI Capital

A next-generation AI-powered trading platform that lets retail investors build, simulate, and run fully-automated ETF strategies.

We had to create a secure, real-time trading product from scratch, translate a complex vision into a clear roadmap, and keep development agile enough to absorb regular startup pivots.

PostgreSQL
React JS
Node JS
Docker
Rest Api
Elastic
Posthog
alphaAI Capital
BALNEO TRAVEL

Balneo Travel — medical tourism project

Service for searching and booking hotels/resorts, including options with meals, medical procedures and so much more.

CSS
HTML
MySQL
PHP
Redis
Yii2
Balneo Travel
DALEEL

Daleel — petroleum industry community platform

Сommunity platform for oil refining industry companies that combines a blog, forum, and encyclopedia.

CSS
HTML
MySQL
PHP
Yii2
Daleel
FRENTLY

Frently – a real estate renting service without intermediaries

This marketplace allows to post and search real estate objects for rent/sale without intermediaries.

CSS
HTML
MySQL
PHP
React JS
Yii2
Frently
Dmytro Lebid
Co-Founder & Chief Technical Officer
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Tell us where your knowledge lives — get a free assessment and estimate
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Awards & recognition

Since 2017, our software creation team has consistently delivered industry-focused development services that get results.

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How we turn scattered company knowledge into reliable answers

01

Assess Knowledge & Use Cases

We start by finding which questions people ask most, which sources hold the answers, and where content is outdated, duplicated or missing. Knowing this upfront shows what to clean or add before the build, because AI can only answer from content that actually exists.

02

Design Knowledge Architecture

We structure your content so the system retrieves the precise passage that answers a question, not a loosely related one. Chunking, metadata and search logic are designed around your documents, and this is what separates accurate answers from vague ones.

03

Define Access & Security Rules

Before the build, we agree with you which roles see which content, which data stays private and who approves changes to these rules. Planning permissions upfront is much safer than adding them later, when sensitive documents may already be indexed.

04

Build & Integrate the Knowledge Base

We build ingestion, search and Q&A, and connect the knowledge base to the tools your team already uses, such as Slack, Microsoft Teams, your help desk or intranet. People get answers where they already work, which drives real adoption instead of another app nobody opens.

05

Validate Quality & Improve Results

We test answers on a set of real questions from your team before launch and keep checking them after. Weak answers flagged by users are traced back to their cause, whether missing content or poor retrieval, and fixed, so accuracy grows over time.

Estimate your AI knowledge base or audit the one you have

Why companies build their AI knowledge base with Peiko

01

Faster Time to Value With Existing Knowledge

We focus on using your existing documentation and data first. You can launch a usable AI knowledge tool quickly, without rebuilding or rewriting everything from scratch. This shortens implementation time and speeds up internal adoption.

02

Practical AI Knowledge Implementation Experience

We design AI Knowledge Base systems based on real business workflows, not theoretical AI models. This helps avoid building tools that technically work but are never used by real teams. And it keeps development focused on solving daily operational problems.

03

Clear Content Ownership

Knowledge systems become messy fast. We help assign a clear owner to each content area, so your team knows who keeps which documents current. The knowledge base stays maintainable after launch instead of slowly filling up with outdated answers.

04

Efficient Use of AI Infrastructure Budget

We help companies choose realistic model setups and storage strategies, with cost-efficient architecture that scales with usage instead of exploding infrastructure costs later. Keeping answers current means updating the knowledge base, not retraining a model, so ongoing costs stay low.

05

Reliable and Scalable Knowledge Systems

We design AI Knowledge Base solutions that support growing data volume and user activity. This helps companies expand knowledge coverage without performance problems or system instability.

Our AI knowledge base development process

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01 Analysis
We begin by examining your documentation, data sources and workflows, identifying knowledge gaps and mapping realistic integration paths. This prevents overbuilding features your team will not use. The stage ends with an agreed list of sources and use cases for the knowledge base.
02 Development
We build data pipelines, retrieval and the user interface step by step. Each part is tested early with your real data and real internal users, so problems with answer quality or usability surface before the full launch, not after.
03 QA
Before launch, we check answer accuracy, confirm that users see only the content they are allowed to, and test how the system responds to incomplete or conflicting data. Some odd results can still happen, but we work to catch the risky ones early.
04 Maintenance
Knowledge systems require constant updates. We re-index new and changed content, tune search for new types of questions and update source connections when your tools change, so answers stay accurate as your knowledge grows.
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PRODUCT MANAGER, SENIOR BDM
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What Our Clients Say

We don’t just build software, we build success stories

5.0

Peiko delivered a smart contract that was highly evaluated by one of the most demanding auditors on the market. They contributed strategically, offering insights that extended far beyond technical development.

Andreas Urlin
Andreas Urlin
Co-Founder & CEO at Vitaltale
5.0

Amazing agency, perfect communication and execution (agile development with very high quality of work), they think out of the box and really help you shape the product. They also have great design skills in the team and are always available- I highly recommend them and will definitely hire again for a next big project!

Lukas Peter
Lukas Peter
CEO at LocalAway
5.0

We are pleased that we selected Dima and Peiko as our software development Advisor and partner. Dima and Peiko team beyond the great technical skills, their collaborative approach and project management make them a reliable tech partner.

Carlos Robles
Carlos Robles
CEO at luma
AlphaAI review
5.0

I selected Peiko team based on their profile and the submitted quality proposal. I also met them personally, and I reached the initial concusion that I am working with a professional team. The end product was delivered with superb quality and structure. the documentaiton part was also great.

Mohammed Alshammari
Mohammed Alshammari
CEO at Eltizam
5.0

If you’re looking to partner with a team that truly understands your vision and has the technical prowess to bring it to life, Peiko is the partner you can rely on.

Bazif Khan
Bazif Khan
The Owner at Poof Technologies
5.0

I consider Peiko a qualified technical partner for many reasons, such as delivering milestones on time, providing fast software improvements, and resolving bug issues quickly. They’re very experienced in blockchain and financial services and get deeply involved in the development process.

Alexey Koloskov
Alexey Koloskov
CTO at Orion Protocol
5.0

What impresses me most about Peiko is their innovative approach! Thanks to Peiko’s efforts, the client has noticed an increase in user engagement and trading volume. The team establishes a seamless workflow by being highly responsive and dedicated to the project. Moreover, they continue to impress the internal team with their innovative solutions.

jason ford
Jason Ford
President, Scaleit USA
5.0

Their rapid response to our requests was a major factor in the project’s successful completion. Peiko’s efforts have increased user engagement and transactions, meeting expectations. Peiko’s responsive and communicative approach has resulted in a successful partnership. The team is committed to creating a secure and user-friendly platform that caters to auctioneers and buyers.

Ramy Fanous
CEO, XeoDev
5.0

Peiko has provided deliverables on time and with minimal revisions. The team is responsive to the client’s needs, addresses questions quickly, and consistently delivers items within expectations. Peiko’s communication and problem-solving skills have been remarkable throughout the engagement.

helfie
Tyrone Grupel
Tokenisation Architect at Helfie.ai
5.0

Although the platform has yet to launch, Peiko is able to execute and manage the platform successfully. A collaborative team, they have engaged with the clients to work out the stages and concept in the development of the project. They have communicated well to provide progress updates and feedback.

Oleh Romaniuk
Co-Founder, Teliqon Communications
Vladimir-Ribakov-video-review
5.0

Although the platform has yet to launch, Peiko is able to execute and manage the platform successfully. A collaborative team, they have engaged with the clients to work out the stages and concept in the development of the project. They have communicated well to provide progress updates and feedback.

orion logo
CEO
Quan2um OU
5.0

They’re an open-minded team and I’m glad to be working with them. Peiko works fast and pays great attention to detail. Regular and honest communication benefit the collaborative partnership. Customers can expect to work with a professional and open-minded team.

balneo
Maria Semenuta
Co-Creator, Balneo Travel
5.0

My initial trepidation in hiring an agency in another time zone, and a market I was not familiar with, proved unfounded. Always professional. Incredibly switched on. I get the sense they actually really understand what we are trying to achieve. I don’t have to explain everything – they intuitively seem to understand. The designs the team have come up with are fantastic.

CEO
a Laravel development company
100% Job Success

We’ve earned a 100% Job Success score on Upwork as a result of consistent delivery, long-term client satisfaction, and predictable results.

View work history
5.0

Our work is rated 5.0 on Clutch, reflecting verified client reviews, strong professionalism, and a clear focus on scalable, business-driven digital solutions.

Read reviews

AI Knowledge Base FAQ

An AI knowledge base is a system that collects your company’s documents, wikis and databases in one place and lets people ask questions in plain language instead of searching through files. A generative AI knowledge base goes a step further: it uses large language models to write a direct answer based on your own content, with links to the sources, rather than just returning a list of documents.

A traditional knowledge base relies on keyword search and manual navigation: users need to guess the right terms and read through articles to find what they need. An AI knowledge base understands questions in natural language, searches by meaning across all connected sources and gives a direct answer with links to the original documents. It also shows which questions remain unanswered, so gaps in your content become visible.

Ready-made AI knowledge base software works well when your content lives in one or two standard tools and you don’t need complex access rules. A custom AI knowledge base pays off when knowledge is spread across many systems, permissions differ by role or client, the answers must appear inside your own product, or you need control over data storage and long-term costs. We can help compare both options before you commit.

Any company whose knowledge is spread across documents, wikis and tools. Internally, support agents find answers faster, new employees get up to speed without constantly asking colleagues, and sales, HR and operations teams stop searching for the latest policy or price. For customers, an AI knowledge base powers a self-service help center that answers questions around the clock and reduces the number of support tickets.

The cost has two parts. Building the knowledge base depends on the number and type of data sources, how much content needs cleaning, the complexity of access rules and which tools it connects to. Running costs include AI model usage per question, vector database hosting and regular content updates, and they grow with the number of users and documents. Get a quick estimate with our cost calculator.

The timeline depends on the number of data sources, integrations, security requirements, and data quality. A basic AI knowledge base can often be deployed within a few weeks, while enterprise-grade solutions with multiple systems, permissions, and custom workflows may require several months

Additional Services

Additional Services

We offer a range of additional services to make your experience even more convenient and tailored to your needs. From personalized support to specialized solutions, our team is here to help you get the most out of what we provide. Let us take care of the details so you can focus on what matters most
01
AI Consulting Services
Peiko helps businesses decide where AI and generative AI are worth investing in, what to build and how — before development starts. You get a validated plan with realistic costs and risks instead of an expensive experiment.
Read more
02
AI Knowledge Base
Peiko builds AI knowledge bases that turn your company’s documents, wikis and databases into accurate answers for teams and customers. Every answer is grounded in your own data, with access rules respected.
Read more
03
Custom AI Agents
Peiko builds custom AI agents for business that take real actions inside your tools and data — from updating your CRM to handling support requests end to end. Agents with clear boundaries and human oversight, built to run in production, not just in demos.
Read more
04
Generative AI Solutions
Peiko designs and builds custom generative AI solutions that work inside your product or internal tools – AI assistants, knowledge search, content generation and GenAI-powered workflows. Accurate, safe and cost-controlled in production, not only in a demo.
Read more
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