The author of ACM Framework

Dumitru Talmazan – marketing strategist, researcher

Dumitru Talmazan is a marketing strategist, researcher and university lecturer. He is the author of three open measurement methods in marketing: ACM Framework, RIFC Protocol and SiR Metrics (Shortlist Inclusion Rate), all published on Zenodo with a DOI. He is a university lecturer at Moldova State University (USM) and the Technical University of Moldova (UTM).

Updated on Author: Dumitru TalmazanCitation: Talmazan, D.ORCID 0009-0003-2715-5715
Dumitru Talmazan
USM · UTMUniversity lecturer
  • 3open methods, with a DOI
  • 2universities: USM and UTM
  • 5,000+students and participants at Talmazan School
  • 200+consulting and mentoring projects

Biography

Platform material · not part of the published instrument

Dumitru Talmazan is a marketing strategist, researcher and university lecturer. He is the author of three open measurement methods in marketing: ACM Framework, RIFC Protocol and SiR Metrics (Shortlist Inclusion Rate), all published on Zenodo with a DOI.

ACM Framework (Archetypal Coherence Matrix) measures brand coherence: the distance between what the brand believes, what it does, what the customer expects and what the customer sees. RIFC Marketing Protocol diagnoses the clarity of a message through the formula R + (I × F) = C. The Shortlist Inclusion Rate (SIR) shows how often a brand appears in the recommendations of ChatGPT, Claude, Gemini, Perplexity and DeepSeek, and how it is described; it comes from the Agentic Shortlist Economy (ASE) research program, whose preprint appeared on Zenodo on 1 November 2026. The ACM and RIFC benchmarks were declared on OSF before data collection, and the five ASE studies are preregistered on OSF as well.

He is a university lecturer at Moldova State University (USM) and the Technical University of Moldova (UTM). At USM he has taught Digital Marketing and AI, Innovation Marketing and Digital Marketing since 2025, at bachelor’s and master’s level. At UTM he has taught Fundamentals of Digital Marketing, Digital Marketing Audit and Digital Marketing Strategies since 2024.

His marketing experience comes from practice. In 2016 he co-founded the ASAP Digital Team agency, which he led as CEO until December 2025, and in 2019 he founded Talmazan School, a digital marketing school whose programs have reached more than 5,000 trainees and participants. Through consulting and mentoring he has worked on more than 200 projects with companies in the Republic of Moldova.

Affiliations

Platform material · not part of the published instrument

Lecturer at Moldova State University and the Technical University of Moldova · digital marketing · since 2024.

USM

Moldova State University

since 2025 · bachelor's and master's
  • Digital Marketing and AI
  • Innovation Marketing
  • Digital Marketing
UTM

Technical University of Moldova

since 2024
  • Fundamentals of Digital Marketing
  • Digital Marketing Audit
  • Digital Marketing Strategies

The family of methods: ACM Framework · RIFC Protocol · SiR Metrics

Platform material · not part of the published instrument

Three open measurement methods in marketing, with their rules published and registered with a date.

Framework · 2026on this site

ACM Framework

Archetypal Coherence Matrix4 perspectives · 6 gaps · 12 archetypes

ACM Framework (Archetypal Coherence Matrix) measures brand coherence: the distance between what the brand believes, what it does, what the customer expects and what the customer sees.

Metrics · 2026

SiR Metrics

Shortlist Inclusion Rate · SIR ScoreShortlist Inclusion Rate (SIR)

The Shortlist Inclusion Rate (SIR) shows how often a brand appears in the recommendations of ChatGPT, Claude, Gemini, Perplexity and DeepSeek, and how it is described; it comes from the Agentic Shortlist Economy (ASE) research program, whose preprint appeared on Zenodo on 1 November 2026.

Research

Platform material · not part of the published instrument

Research profiles and identifiers, so that the author can be found and cited without confusion.

Website and social networks

Platform material · not part of the published instrument

Public e-mailinfo@talmazan.md
Send an e-mail

Identification

From the instrument · ACM 1.12 · 18.10.2026 · DOI 10.5281/zenodo.22926708

Author in the instrumentDumitru Talmazan
VersionACM 1.12 · 18 October 2026

The ACM instrument names him as its author (Dumitru Talmazan).

The method and the author

Platform material · not part of the published instrument

All the reference pages describe the same method: how ACM Framework measures a brand’s coherence. The terms are explained in the glossary. The instrument is openly published, with a DOI, by Dumitru Talmazan.

Frequently asked questions

Who created ACM Framework?

ACM Framework was created by Dumitru Talmazan, marketing strategist, researcher and university lecturer at Moldova State University and the Technical University of Moldova. The instrument is published on Zenodo, with DOI 10.5281/zenodo.22926708.

What other methods does the author have?

RIFC Protocol, which diagnoses the clarity of a message through the formula R + (I × F) = C, and SiR Metrics, which shows how often a brand makes it onto the shortlist of AI assistants.

Where can the rules be checked?

The rules are public, under the CC BY 4.0 licence: the instrument on Zenodo, and the benchmarks declared on OSF before data collection.

Further