Ayhan Güngör · 5 projects

I build where AI meets enterprise systems.

Enterprise work means fitting a new system to the way a business already runs. Four of these were built for clients: the CRM and ERP that runs La Bottega from first enquiry to installation, a pipeline that turns laser scans of industrial plants into named CAD solids, Lintara, which gives a plant contractor one record from document to progress payment beside the owner’s system, and a research platform where AI agents do the work and people approve every step.

The fifth, thecablecode, is a product I started in 2016: it decodes a cable designation across 68 coding systems, draws the cable in 3D, and designs and checks cables, for engineers and for AI agents.

LKY work tracking: every item and every stage, from sale to installation, live

Interiors × Enterprise · Client build · Live · client

La Bottega

The CRM and ERP running a kitchen boutique

Istanbul's premium Italian kitchen boutique since 2007: six Italian brands, 21 reference projects. I specified and shipped LKY, the system that now runs the business from first enquiry to installation, and a new website whose appointment form lands in the CRM within seconds.

  • One chain: customer, project, offer with automatic central-bank exchange rates, contract, stock and invoicing, across goods, contracting and service lines.
  • Work tracking, live: every item through sale, order, warehouse, shipping and installation. One tap to the next open stage, logged and reversible.
  • 70+ screens, six roles, 900+ merged PRs, a five-round security audit, and a zero-LLM knowledge base that answered 26 of 26 test questions with no model.
  • Botto, the in-app assistant, answers measurement questions from the Gaggenau 2026 technical catalogue with the source page. A question it cannot answer becomes feedback the user can follow in the app.
  • Drawings open in the app: DWG, DXF and HEIC files open on any phone with their dimensions, every photo opens in a zoomable viewer, and a project is placed on the map from a pin or a pasted Google Maps link.
  • Hot and cold offers: each project card splits its offers into live and cooled ones, with the reason, the date and who cooled it, so the sales team sees what is still in play.
  • 3D kitchens on the phone: the team uploads its SketchUp file as it is, and it opens in 3D on any phone, seen from above as in SketchUp, with edge lines and a camera that goes into the room.
labottega.com.tr →

Industrial × Geometric ML · Client build · Pilot · client data

Scan-to-CAD

Plant laser scans into named CAD solids

Laser-scan point clouds of industrial plants turned into named CAD solids for asset tracking. Geometric ML, no LLM at runtime.

  • A delivery an engineer can check: a DWG of named solids, an object table and a report. Every object is marked measured, inferred or carried over, and a catalogue name that disagrees with the measured size is never written.
  • Second plant underway: each object family (valves, stairs, handrails, fences, pipes) is scored against the surveyor's own drawing on held-out strips, and every change is recorded as accepted, partial or refused.
Lintara demo overview: physical progress, SPI and CPI, estimate at completion, documents awaiting approval and an S-curve for a water treatment plant project

Project controls × AI · Client build · Early access · pilot

Lintara

One record from document to progress payment

Document control, progress and cost for industrial projects, on one record. Lintara works beside the owner’s CDE, Aconex or Excel, instead of replacing it: documents and transmittals in, progress computed from the deliverables, and the progress payment drawn from the same record. Early access now, starting with a pilot on one work package.

  • Beside the owner’s system: the contractor keeps its own document register, imported from Excel with English or Turkish headers, and reads the owner’s transmittals from Aconex or Excel, matching each line by document and owner number and flagging revision mismatches and unknown rows.
  • Progress from the deliverables: engineering progress follows document status under credit rules agreed with the planner, by system and discipline, and every change is written with an audit entry.
  • The payment from the same record: the Turkish progress payment set and FIDIC interim payment certificates, in USD and TL, drawn from the progress already on the record.
  • Completions and commissioning: systems and subsystems, check sheets generated for each tag, punch items with waivers, and certificates whose contents freeze when they are signed, in order.
  • Safety records on the same project: plan acknowledgements, toolbox talks, audits and contractor pre-qualification.
  • Next, AI on the record: reading the title blocks of incoming drawings and answering questions with their sources, every answer approved by a person. Built, and switched off until it is tried on the pilot.
  • Live plant data as an add-on: the demo reads a Siemens S7-1500 style server over OPC UA, read-only, and shows the PLC address behind every value on screen.
  • Research first: seven reports across document control, asset data, project controls, OT and the incumbents found no product that keeps documents, tags, activities and cost in one model.
  • Arabic and Russian: server messages, e-mail notices, Excel lists and 77 help articles, with Hijri dates and Arabic-Indic digits in reports and files; a native speaker review comes next.
  • Claims and payment evidence: delay events with responsibility and concurrent delay on the claim page, a photograph album printed with its pictures, and insurance checks that flag days without cover between policies.
Visit Lintara →Open the demo →User guide →

Enterprise × AI agents · Client build · Reference prototype

Multi-agent research and ideation platform

AI research agents, people approve every step

Research, synthesis and product ideation run by AI agents, with people approving every step. My position, built as a working reference: each agent is a configuration on a few shared services, plain rules decide what runs next, and every item carries its owner, approval and rationale, so only approved work moves forward. Five fictional cases run end to end, and it was handed over with its full record.

thecablecode decoding NA2XS(F)2Y: a table of symbols and meanings next to a 3D cable cut back layer by layer, each layer numbered, from the aluminium conductor to the polyethylene sheath

Industry × Data × AI agents · My product · Live · agents pay per call

thecablecode

Decodes, designs and checks cables

A cable designation is the whole cable in a few letters: the standard, the conductor, the insulation, the screen, the armour and the sheath. Type one from the cable, its drum label or its datasheet, and it is decoded across 68 coding systems and drawn in 3D, layer by layer. Then it goes further: design a power cable to IEC 60502 and download it as a solid, find its equivalents in other national standards, check a datasheet against the rules. AI agents get all of it through an API and an MCP server, and pay per call in USDC. I built the first version in 2016 and rebuilt it in 2026.

  • Read any code: type a designation from the cable, its drum label or its datasheet and every layer is explained, numbered and drawn in 3D, across 25 national letter-code standards and 43 type-name tables.
  • Design a cable: describe it in a sentence or build it layer by layer, from low voltage up to 500 kV, with each thickness sized by the standard and drawn to scale, then export XML, DXF, SVG, CSV, a GLB model, a STEP solid or a one-page PDF datasheet.
  • Compare and check: find a cable's equivalents in the standards of 15 countries, from the Netherlands, Britain and Germany to India, China, Japan and the US, or check a maker's datasheet or tender clause against IEC 60502, HD 603, HD 620 and the BS rule sets. Every verdict comes from deterministic rules.
  • Look it up: outer diameter, layer thicknesses and weight with their sources, CPR fire classes such as Cca-s1b,d1,a1 and the tests behind them, and reading guides for each coding system. The whole site reads in 15 languages.
  • Licence the engine: the 3D cable engine, one JavaScript file with white-label use, is licensed to cable software firms and makers from $5,500 a year, and a private demo can carry a prospect's own logo and colours.
  • Built for agents: a remote MCP server with twenty tools to decode, design, find equivalents, check, read a datasheet, write a specification, fit a drum and run the installation calculations, a REST API that also takes up to 500 codes in one call, an OpenAPI 3.1 contract, JSON schemas and an llms.txt. It is listed in the official MCP registry, so an agent finds it and uses it with no human setup.
  • Machines pay machines: after 5 free decodes a day, each costs $0.10 in USDC over x402 on Base, with no account or API key, settled wallet to wallet. Batches cost $0.03 a code, designs and checks $0.50 after two free a day, the datasheet reader $2.00 a document, and a specification $2.00 for the first cable and $0.50 for each further one. The site never holds the money.
  • Agents buy sponsorships: an agent can quote, order, pay for and renew a sponsor slot by API, and it goes live when the payment settles. Sponsors never change a decode or its ranking.
  • Deterministic by design: the same code always gives the same, explainable answer, which is why an agent can trust it. AI tools help check the data offline; they never decide a decode.
  • Rebuilt at parity, then wider: the 2026 rewrite matches the 2016 decoder on all 4,950 recorded test inputs, then adds 43 type-name tables, LAN cables from Cat3 to Cat8.2 and fibre, and Chinese GB and Indian IS cable families.
  • On site, before the pull: voltage drop with reverse sizing, NEC conduit and tray fill, pull tension along a route, burial depth by country, laying in cold weather, and drum loading and handling. Each gives a free verdict; Pro adds the worked numbers and a PDF.
  • Plans for people: Free, Pro, Team for three seats, a Project pass and Enterprise. A describe-it box that also takes voice, and a project specification written from the designer.
  • Accessories for the cable: the glands, cleats, lugs, ferrules and joint and separable connectors that fit a decoded cable, with lug and ferrule sizes from the DIN standards.
Open →Agent API →

Want something like this for your team or product?

Book a 30 min call →See all my work