# One Eye Systems — Enterprise AI consulting and implementation > Enterprise AI consulting and implementation for mid-sized and large organisations. We understand the problem, research it, propose a solution and build it. URL: https://www.oneeyesystems.com/en/ Türkçe sürüm: https://www.oneeyesystems.com/tr/index.md ## Enterprise AI · consulting and implementation We make complex operations clear and turn them into working systems. We work with mid-sized and large organisations. We understand the problem, research it, propose a solution and take responsibility for building it. ## Approach ### Complexity: The problem is rarely where it appears. Processes, data and decisions are intertwined. Organisations operate inside this complexity — so we step inside it first. ### Diagnose: First, we see the problem clearly. We examine processes, data and decision points on site. We acknowledge what already works and find the real gap. ### Research: We separate assumption from evidence. We verify how things are measured and test the options. We state plainly what will create value and what is risky. ### Solution: We shape the solution layer by layer. We define the architecture, tooling decisions, success criteria and phases — and make the build-or-buy call based on what you need. ### Ownership: We build, deploy and own it. Where needed, we take on development. We roll out in a controlled way, test, document and hand over to your team. ## Where we help: Four critical points of an AI investment. - **Strategy and prioritisation**: The right use cases, investment order, success criteria and the team you need. - **Product and technology decisions**: Architecture, tooling, quality standards — and the build-or-buy call. - **Custom solution development**: A solution built for a validated problem, with testing, integration, documentation and handover. - **Continuous improvement**: Performance tracking, maintenance and evolving needs — protecting the value of the investment. ## Engagement model: Two paths, matched to your capacity. - **Guidance**: Your team builds; we clarify use cases, architecture, tooling decisions and the quality framework. - **Build and deliver**: When people or time are short, we take responsibility, build the solution and hand it over with documentation. ## Principles: Responsibility, not a show. - **Confidentiality**: Company data and project information are protected from day one; sharing limits are agreed alongside the scope. - **Honest expectations**: We do not promise unverified results. Targets are kept separate from measured outcomes. - **Staged validation**: Each step moves forward on clear success criteria and visible evidence. - **Single accountability**: Strategy, technical decisions and delivery run through a single chain of responsibility. ## Selected work - [From forecast to decision](https://www.oneeyesystems.com/en/work/tahminden-karara/index.md) — When forecasts at a large generation facility were already good, where was the value? We designed a system that explains deviations, makes uncertainty visible and supports the bidding decision. (Energy · renewable generation · Project completed · phased rollout) - [VOC Intelligence](https://www.oneeyesystems.com/en/work/voc-intelligence/index.md) — We designed a management product that brings customer reviews scattered across branches and sources into one view, and shows with evidence which experience needs attention, at which location and in which period. (Customer experience · multi-location companies · Our own product) - [Personal Legal Assistant](https://www.oneeyesystems.com/en/work/kisisel-hukuk-asistani/index.md) — We designed an AI platform that brings a lawyer's matters, documents, deadlines and firm knowledge into one authorised workspace. It cites its sources, works with human approval and keeps its data in Türkiye. (Legal · lawyers and law firms · Our own product) - [OESED](https://www.oneeyesystems.com/en/work/oesed/index.md) — We designed a system that supports a teacher's classroom observation with signals that can be followed over time and explained. Video is processed on the device in the classroom; only numeric signals leave it. (Education · support for classroom observation · Our own product) ## Research Each study starts from a business question and is presented with its method, findings and limitations. - [Comparing models on Turkish reviews: API and local model](https://www.oneeyesystems.com/en/research/turkish-sentiment-api-vs-local/index.md) — We compared a hosted API (Jev), a pretrained local model (Laya) and the same model after full fine-tuning (Laya-FT) on binary Turkish sentiment, with the same fixed inputs: 15,000 test reviews and 40,000 training reviews. ## FAQ ### What does One Eye Systems do? One Eye Systems provides enterprise AI consulting and implementation for mid-sized and large organisations. In complex operations, we diagnose the problem, research it, propose a solution and, where needed, take responsibility for building it. ### What kind of support do you offer? We work on four critical points of an AI investment: strategy and prioritisation (the right use cases, investment order, success criteria), product and technology decisions (architecture, tooling, quality standards and the build-or-buy call), custom solution development (with testing, integration, documentation and handover) and continuous improvement (performance tracking, maintenance and evolving needs). ### How do engagements work? We offer two paths, matched to your capacity. If your team is building, we guide: we clarify use cases, architecture, tooling decisions and the quality framework. When people or time are short, we take responsibility, build the solution and hand it over with documentation. ### Do you focus on a specific industry? No. We bring the same approach to different organisational problems. Our published examples cover forecasting and bidding decisions in renewable energy, customer review analysis for multi-location companies, a source-citing legal platform for lawyers and privacy-preserving support for classroom observation in education. ### How do you protect our data and project confidentiality? Company data and project information are protected from day one; sharing limits are agreed alongside the scope. We describe our client work anonymously. ### How do we get started? You do not need to know which service you need. Briefly describe the problem, the goal and your current team, and we will find the right starting point together. Write to info@oneeyesystems.com or reach us on LinkedIn. ## Contact: You do not need to know which service you need. Tell us about the problem, the goal and your current team. We will find the right starting point together. - Email: info@oneeyesystems.com - LinkedIn: https://www.linkedin.com/company/oneeyesystems/ --- One Eye Systems — Enterprise AI consulting and implementation · https://www.oneeyesystems.com/ · info@oneeyesystems.com · https://www.linkedin.com/company/oneeyesystems/