We design and implement bespoke AI systems that produce measurableÂ
results for your sales, marketing, and operations teams.Â
You imagine it, we design it.
Matnon is a AI digital transformation consultancy dedicated to helping organizations integrate artificial intelligence into their operations, sales processes, and growth strategies in an actionable and sustainable way.
We position AI not as a mere technology trend, but as a core business tool—from Chatbots to CRM, and from automation to sales support systems.
What Makes Us Different?
Matnon doesn't just build organizations that "talk AI"; it builds organizations that work with AI. We treat artificial intelligence not as a standalone software investment, but as a transformation tool aligned with the institution's existing processes, team structure, and objectives. In every project, we first define the business problem, then determine the right technology and implementation path. This ensures that AI projects don't just stay in the pilot phase but become a natural part of daily operations. Our goal is not short-term showcases, but long-term, measurable business results.
Custom AI transformation strategies tailored to the organization.
Implemented, measured, and optimized AI solutions.
Practical AI applications integrated into existing business workflows.
Sustainable systems operated effectively by in-house teams.
Performance and output-oriented solutions directly linked to business goals.
A focus on sales, marketing, and operations.
Our AI Digital Transformation Services
All services below are designed with a single goal: measurable efficiency and growth in business processes.
AI readiness analysis
Process-based AI use-case scenarios
Data, security, and risk assessment
6–12 month actionable AI roadmap
Pre-sales lead generation bots
Customer support and knowledge bots
Document and information assistants for internal teams
Multilingual and organization-specific LLM structures
Process automation
AI-powered decision-making mechanisms
CRM, ERP, and third-party system integrations
n8n, custom API, and LLM-based workflows
Custom CRM architecture
Role and process design for sales teams
AI-supported lead scoring
Sales meeting and performance analysis
For companies entering or growing in the Turkish market, we treat localization not just as translation, but as product, user, and sales alignment.
Localization strategy for the Turkish market
Translation, DTP, and multimedia localization
Voiceover and language adaptation
Software and application localization testing
Turkish LLM and AI testing teams
AI-powered content, messaging, and positioning studies
Analysis of sales funnels, lead quality, and market feedback
Search engines and AI-based answer systems have changed. An organization's visibility is no longer determined solely by classic SEO, but by how LLMs read and interpret its content.
AI-powered SEO strategy and technical analysis
LLM-compatible content and site architecture (LLMO)
Search intent analysis for corporate websites
Brand and content visibility optimization in AI systems
SEO-focused content production and corporate content architecture
Continuous monitoring and improvement of content for LLMs and search engines
Content management ensuring corporate knowledge is correctly referenced by AI system
How We Work
No "Ready-Made" Packages: We don't believe in one-size-fits-all.
Customized Solutions: Every organization receives a bespoke approach.
Small, Expert Teams: We work with agile, highly specialized groups.
Long-Term Partnerships: We aim to be your ongoing strategic partner.
Implementers, Not Just Consultants: Matnon doesn't just advise; we execute.
At Matnon, every project begins with a deep dive into the organization's current status and goals, rather than a "standard package." We focus on understanding business objectives, existing processes, and team structures. We then identify areas where AI can create genuine value and design actionable, measurable solutions.
Is Matnon the Right Fit for You?
Companies ready to fully implement AI transformation.
Teams looking to strengthen sales and operations via AI.
International companies entering the Turkish market.
Organizations aiming to re-engineer their CRM and digital infrastructure.
Matnon works with organizations that don't just want to "try" AI, but aim to put this technology at the heart of their business to produce tangible results. We are the right partner for teams looking to empower decision-making with data, increase sales and operational efficiency, and future-proof their digital infrastructure.
Frequently Asked Questions (FAQ)
It is more than just setting up a model; it is a holistic package of strategy and implementation covering automation potential, data readiness, team workflows, and output measurement.
The starting point is never the technology; it is the business problem. The fastest impact usually comes from automating repetitive operational tasks or resolving CRM inefficiencies within the sales pipeline. In the right context, a chatbot can serve as a powerful lever for both sales and support.
Many projects fail or remain in the "pilot phase" because they start with an immediate reflex to "build a model" without addressing data, ownership, security, or process gaps. A readiness analysis prevents wasted investment by clarifying data sources, processes, risks, and success metrics.
Data security, the risk of hallucinations (false/made-up responses), authorization and access control, compliance (GDPR/KVKK), and operational sustainability are the most common concerns. Therefore, governance and monitoring design are as integral to our projects as the model itself.
For most organizations, a well-designed architecture—comprising the right data layer, governance, and use case—delivers powerful results using off-the-shelf models. The need for a custom model typically arises only when there are high requirements for data privacy, domain-specific expertise, or extreme performance.
A classic chatbot typically handles limited, pre-defined scenarios. A Corporate AI Assistant is a sophisticated system that is securely fed by your own documents, integrated into your business processes, managed through authorization and logging, and produces measurable business outcomes.
RAG becomes critical when corporate knowledge is fragmented and accurate answers require referencing specific documents, policies, procedures, or product data. This ensures responses are grounded in up-to-date sources and can be supported by citations.
AI provides significant gains in areas like lead scoring, intent analysis, meeting summaries, objection handling patterns, and accelerating proposals. In a well-built setup, the sales team spends less time on "dead leads" and focuses on high-probability opportunities.
SEO focuses on visibility within search engine results. LLMO involves optimizing content and structure so that AI systems like ChatGPT, Gemini, and Perplexity can better understand, accurately summarize, and reference a brand in the right context.
In addition to classic metrics (organic traffic, conversion, visibility), we track brand/product mention rates in AI responses, accurate contextual citations, the "answerability" performance of content, and coverage within specific query clusters.
It goes beyond simple translation to cover messaging, terminology, user expectations, interface adaptation, formatting, and quality assurance. We manage components like Translation + DTP + Voiceover + Software Testing + Turkish LLM Testing under a single unified strategy.
Test plans are built around criteria such as semantic accuracy in Turkish, tone, terminological consistency, hallucination tendency, sensitive content safety, and source grounding. The goal is to make the Turkish user experience measurable and accelerate model/workflow improvements.
This varies by scope; however, with a well-chosen use case, measurable first outputs can be achieved within 2–6 weeks. Larger transformations typically mature over 3–6 months through a roadmap and phased implementation.
We usually begin with a brief discovery and goal-setting phase, followed by roadmap development and implementation. We work alongside in-house teams to ensure the systems we deploy are fully adopted and sustainable in the long run.
If a CRM does not reflect the actual sales process, it turns into a mere record-keeping tool. When you establish roles, processes, metrics, and data discipline together, the CRM evolves into a governance system that actively drives sales performance.