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AI Knowledge Assistant

Make Knowledge Your Competitive Advantage

An AI Knowledge Assistant is an AI system where specialised agents work together to turn static documentation into dynamic, searchable intelligence, giving every employee instant access to expert-level insights.

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Why does AI Knowledge Assistant matter?

An AI Knowledge Assistant turns hours and days of hunting for answers into an instant lookup, accelerating your decision-making and business growth.

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Reduces Onboarding Time

Cuts training from weeks to days, enabling new hires to contribute faster.

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Accelerates Decision-Making

Delivers instant, context-rich answers for better, faster choices.

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Frees Up Domain Experts

Allows specialists to focus on high-value, strategic initiatives.

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Minimises Reliance on Overburdened Experts

Makes expert knowledge accessible to everyone when they need it.

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Drives More Efficient Operations

Streamlines processes and removes bottlenecks.

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Boosts Revenue

Enables faster execution and better-informed opportunities.

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Increases Customer Satisfaction

Provides quicker, more accurate responses that improve service quality.

Why faktion?

We Build What Works & Meets Expectations

From structuring and enriching your data with the right knowledge infrastructure to deploying specialised agents for accurate retrieval and evaluation, we ensure your knowledge assistant delivers precise, reliable answers. Built on Faktion’s Evaluation-Driven Development process, we continuously monitor performance, capture feedback, and refine the system to make it smarter and more trusted over time.

What we offer?

The Building Blocks of a Reliable AI Knowledge Assistant

From multi-agent architecture to evaluation-driven development, we deliver AI Knowledge Assistants that are accurate, trusted, and integrated across your enterprise.

Multi-agent Architecture

Break complex workflows into focused tasks like retrieval, planning, acting and evaluation. The result is higher accuracy, faster iteration and assistants that adapt across business domains.

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Evaluation-Driven Development (EDD)

Evaluation is baked in across retrieval, reasoning and answers. Feedback and usage signals are turned into actionable tasks by evaluation agents, so relevance, accuracy and trust improve with every release.

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Enterprise-Grade Data Infrastructure

We transform fragmented, unstructured data into secure, enriched knowledge sources with metadata and taxonomies. This ensures every answer is context-aware and reliable.

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Transparency, Trust & Verification

Confidence scores, fallbacks, and traceability give users full visibility. Low-confidence answers escalate to domain experts, while verification layers prevent hallucinations.

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Seamless Enterprise Integration

Agents integrate directly into your tools, Salesforce, SharePoint, Slack, Teams, so insights and feedback are captured where your people already work, boosting user adoption.

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Multi-agent Architecture

Modular Intelligence Through Specialised AI Agents

Unlike single-model solutions, multi-agent architectures break complex workflows into specialised tasks, retrieval, planning, acting, and monitoring, allowing for more accurate answers and evolving performance.

  • Dynamic and Reliable
    This architecture enables knowledge management assistants to adapt across departments like HR, finance, and customer service while consistently delivering accurate, relevant answers.
  • Knowledge Agents
    Specialised in specific topics, these agents work together to locate and deliver the right, most relevant knowledge instantly.
  • Observability Agents
    Measure system’s health and accuracy, capture feedback, usage signals, and performance metrics, turning them into actionable insights, preparing data for annotation, and enabling root cause analysis to drive continuous improvement.
Evaluation-Driven Development (EDD)

Build reliable AI systems that achieve user adoption

Reliability and accuracy is the two key factors for an AI system to achieve user adoption. That's where Evaluation Driven Development (EDD) comes in.

EDD ensures any implicit or explicit feedback and signals are captured, turning them into actionable tasks for domain experts and AI engineers to improve the system until it reaches the necessary reliability and accuracy, hence achieving user adoption.

Enterprise-Grade Data Infrastructure

Structured, Secure, and Expert-Validated Knowledge Sources

We make your knowledge base AI-ready by converting raw data into structured, enriched repositories with intelligent metadata, taxonomies, and access controls.

But it doesn’t stop there. Through intuitive interfaces and workflows, domain experts will stay in control and can validate sources, check relevance and accuracy, flag outdated content, and review metadata.

Transparency, Trust & Verification

Build Confidence Through Confidence Scores, Fallbacks, and Traceability

Users see how confident the system is in every answer, and low-confidence outputs trigger safe fallbacks like domain-expert escalation.

This builds trust while post-processing checks (with reasoning) prevent hallucinations and make the system reliable in critical business contexts.

Seamless Enterprise Integration

Deploy AI Agents Directly Into Your Existing Tools

Integrate seamlessly into your enterprise tools so insights are delivered and feedback is captured right where your domain experts work.

Embedding AI Knowledge Assistant in familiar platforms boosts adoption, accelerates productivity, and ensures it not only informs decisions but drives action.

Our Approach

Build upon with Evaluation-Driven Development, The Key Success Ingredient

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01. Assessment & Planning

We begin with a deep dive into your knowledge ecosystem, auditing structure, taxonomy, metadata, and domain-specific sources. Together, we define what success looks like for your Knowledge Management Assistant and align stakeholders on shared goals and expectations.

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02. Infrastructure Setup

We prepare your data for AI by structuring and enriching it with intelligent metadata and taxonomies, then deploy the foundational Retrieval-Augmented Generation (RAG) baseline. From day one, we embed evaluation pipelines so every agent interaction can be measured, monitored, and improved.art systems that learn, adapt, and handle complex tasks on their own.

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03. Development & Iteration

We develop specialised agents for retrieval, reasoning, and observability, integrating them directly into your existing tools. Every step is informed by user feedback and performance data, ensuring accuracy, reliability, and adaptability across your departments.

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04. Production & Maintenance

Once live, we track system performance in real time, capture both explicit and implicit feedback, and close the loop with continuous improvement cycles. The result: a knowledge assistant that stays aligned, accurate, and increasingly valuable over time.

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