Linnify
Cluj-Napoca, Romania
About
Linnify is a Cluj-Napoca product studio building AI applications through a validation-driven process, with an in-house AI engineering team alongside product strategy and design.
Who They Work With
Founders and product owners who want an AI product validated and shaped before it is built, not just engineered to a spec.
Based on 3 client engagements with a source URL · researched 8 Sept 2026
Our Take
The AI work is real but published at product level rather than engineering level: GentrAIner's virtual internships run on task-specific agents acting as colleagues, evaluators and supervisors; Kober replaces a digital catalog with specification-driven recommendation; an accounting automation handles invoice and bank-transaction workflows for a cloud ERP serving 400+ property managers.
What the case studies do not contain is architecture. No models, no retrieval design, no evaluation, and no measured results—each one closes on market framing and a quote from Linnify's own project manager rather than from the client.
The method is the product being sold: validation-driven development across 80+ launched products, deciding what to build before building it, priced at the top of the Cluj firms listed here.
The weaker fit is a buyer with a defined model problem and an internal team who only need engineering hands; this is a product studio that expects to shape the thing with you first.
Key strengths
- Agent design is described in workable detail on GentrAIner: separate agents for conversation, technical evaluation and scenario handling, with competency mapping and progress dashboards
- Delivery spans validation, design and build across 80+ launched products, with an in-house AI engineering team rather than subcontracted specialists
- Named clients across markets—Readability, Kober, Stailer, drd doctors online—with the industry and engagement dates stated on each case study
Good to know
- No case study names a model, retrieval design or evaluation method—ask what powers the agents and how their output is checked
- Results are described in market terms rather than measured; the quotes come from Linnify staff, not clients—ask for a client reference and a metric
- At €85-130/h this prices above the other Cluj firms listed here—confirm what share of the engagement is validation and design versus engineering
Reviewed by Gabor Kiss
Founder & Curator, AIAgencies.eu · 8 Sept 2026
Based on the agency's publicly available portfolio. Own this agency? Claim your profile to provide additional context or request a review update.
Notable Clients
Documented engagements: GentrAIner, Kober, Readability, drd doctors online, and Stailer. All 5 carry a source URL on file.
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