Skills Matrix

AI Maturity

Sourced from Notion · AI Capability Ladder · 106 people · avg level 2.25 (engineers only · 201 total)

Legend:L0 · Not EngagedL1 · AwareL2 · CapableL3 · AdoptiveL4 · Transformative

Overall distribution

3%
14%
47%
26%
9%
L0 · Not Engaged
3
3%
L1 · Aware
15
14%
L2 · Capable
50
47%
L3 · Adoptive
28
26%
L4 · Transformative
10
9%

Maturity matrix · 5 levels × 6 cohorts

Cell text = observable behaviours from the proposal
L0 · Not Engaged
L1 · Aware
L2 · Capable
L3 · Adoptive
L4 · Transformative
Engineering
Hasn't enabled Copilot or any AI assist; treats AI as somebody else's problem
ABDHFS
Read about Copilot / ChatGPT; hasn't enabled them yet
AKAKADECEVHH+9
Uses Copilot daily; asks ChatGPT to explain unfamiliar code
APABAAAKAOAR+43
Ships features with AI pair-programming; writes evals for own modules
AAAKAJAJBKBO+22
Designs agentic systems / fine-tunes models; owns the team's AI tooling stack
ATEMJCMMMAMR+3
Research
No AI in workflow; sceptical or uninterested
Aware of LLMs in the literature
Uses LLMs to summarise papers, generate test fixtures
Publishes / prototypes with AI-augmented experimentation
Leads ZK + AI / cryptography intersection research; defines protocol contributions
Security / Audit
Doesn't touch AI in audits; relies purely on manual review
Knows ChatGPT exists; doesn't use it for audits
Uses AI to draft initial vulnerability hypotheses; verifies manually
Augments audits with AI fuzzing / symbolic prompts; ships AI-augmented reports
Designs novel AI-driven attack surfaces; owns the audit AI playbook
Product / Design
No AI in design / research workflow
Heard about AI design tools
Drafts copy / mocks with ChatGPT, Midjourney, etc.
Ships AI-driven UX patterns; uses LLMs in user research
Owns AI product strategy across the org; defines new AI-native UX patterns
Ops / BizDev
Hasn't tried AI tools at work
Tried ChatGPT once or twice; doesn't use it routinely
Uses AI for emails, meeting notes, basic spreadsheets
Automates routine ops with AI (CRM updates, draft contracts, comms)
Re-designs ops processes around AI agents; measures ROI org-wide
Leadership
Hasn't tried AI personally; no internal pilots
Reads AI news; hasn't piloted internally
Personally uses AI; encourages reports to try
Sponsors AI sprints; tracks org AI maturity
Sets org-wide AI vision; partners with founders / clients on AI roadmaps
106 of 106 people
PersonCohortTeamCycleSelfLevelLast self-assessBehavior signal
AG
Aayush Giri
[email protected]
BD / SalesMarketingBaseline 2026-05L4L422 days agoBuilt the company standard for AI voiceovers on technical demos (Voicebox + cloned voice) and a Design skill that's becoming the default way engineers produce on-brand presentations, plus running multi-agent systems for my workflows.
AT
Alexander Thornton
[email protected]
EngineeringVeniceBaseline 2026-05L4L423 days agoDesigns agentic systems / fine-tunes models; owns the team's AI tooling stack
EM
Evgeny Molchanov
[email protected]
EngineeringInternal ITBaseline 2026-05L4L414 days agoDesigns agentic systems / fine-tunes models; owns the team's AI tooling stack
JC
Jacky Chow
[email protected]
EngineeringAPACBaseline 2026-05L4L417 days agoDesigns agentic systems / fine-tunes models; owns the team's AI tooling stack
MM
Marek Moraczynski
[email protected]
EngineeringCoreBaseline 2026-05L4L423 days agoDesigns agentic systems / fine-tunes models; owns the team's AI tooling stack
MA
Mario Apra
[email protected]
EngineeringAngkorBaseline 2026-05L4L423 days agoDesigns agentic systems / fine-tunes models; owns the team's AI tooling stack
MR
Michal Rzeszutko
[email protected]
EngineeringCoreBaseline 2026-05L4L423 days agoDesigns agentic systems / fine-tunes models; owns the team's AI tooling stack
NA
Nuradil Alymkulov
[email protected]
EngineeringVeniceBaseline 2026-05L4L418 days agoDesigns agentic systems / fine-tunes models; owns the team's AI tooling stack
UK
Ujwal K
[email protected]
EngineeringAPACBaseline 2026-05L4L423 days agoDesigns agentic systems / fine-tunes models; owns the team's AI tooling stack
YT
Yehia Tarek
[email protected]
EngineeringVeniceBaseline 2026-05L4L422 days agoDesigns agentic systems / fine-tunes models; owns the team's AI tooling stack
AA
Abdullahi Abdi
[email protected]
EngineeringInternal ITBaseline 2026-05L3L323 days agoShips features with AI pair-programming; writes evals for own modules
AK
Anavar Khan
[email protected]
EngineeringInternal ITBaseline 2026-05L3L314 days agoShips features with AI pair-programming; writes evals for own modules
AJ
Anshu Jalan
[email protected]
EngineeringCoreBaseline 2026-05L3L323 days agoShips features with AI pair-programming; writes evals for own modules
AJ
Ash Jha
[email protected]
EngineeringKyotoBaseline 2026-05L3L319 days agoShips features with AI pair-programming; writes evals for own modules
BK
Bilgin Kocak
[email protected]
EngineeringVeniceBaseline 2026-05L3L322 days agoShips features with AI pair-programming; writes evals for own modules
BO
Bohdan Ohorodnii
[email protected]
EngineeringCoreBaseline 2026-05L3L322 days agoShips features with AI pair-programming; writes evals for own modules
DK
Daniel Kim
[email protected]
EngineeringCoreBaseline 2026-05L3L323 days agoShips features with AI pair-programming; writes evals for own modules
DA
Daniil Ankushin
[email protected]
EngineeringCoreBaseline 2026-05L3L323 days agoShips features with AI pair-programming; writes evals for own modules
DK
Denis Kolodin
[email protected]
EngineeringCoreBaseline 2026-05L3L323 days agoShips features with AI pair-programming; writes evals for own modules
DP
Denis Policastro
[email protected]
EngineeringAngkorBaseline 2026-05L3L323 days agoShips features with AI pair-programming; writes evals for own modules
DK
Diptanshu Kakwani
[email protected]
EngineeringCoreBaseline 2026-05L3L323 days agoShips features with AI pair-programming; writes evals for own modules
FG
Franco Barpp Gomes
[email protected]
EngineeringCoreBaseline 2026-05L3L317 days agoShips features with AI pair-programming; writes evals for own modules
GD
Gaurav Dhiman
[email protected]
EngineeringVeniceBaseline 2026-05L3L322 days agoShips features with AI pair-programming; writes evals for own modules
IJ
Ilyes ali Jeridi
[email protected]
EngineeringKyotoBaseline 2026-05L3L323 days agoShips features with AI pair-programming; writes evals for own modules
JC
Justin Chan
[email protected]
EngineeringInternal ITBaseline 2026-05L3L323 days agoShips features with AI pair-programming; writes evals for own modules
LM
Luis Masuelli
[email protected]
EngineeringKyotoBaseline 2026-05L3L318 days agoShips features with AI pair-programming; writes evals for own modules
MM
Marcos Maceo
[email protected]
EngineeringCoreBaseline 2026-05L3L323 days agoShips features with AI pair-programming; writes evals for own modules
ML
Matteo Lisotto
[email protected]
EngineeringResearchBaseline 2026-05L3L322 days agoShips features with AI pair-programming; writes evals for own modules
MM
Maxim Menshikov
[email protected]
EngineeringCoreBaseline 2026-05L3L322 days agoShips features with AI pair-programming; writes evals for own modules
MB
Michael Belegris
[email protected]
EngineeringSG&RBaseline 2026-05L3L322 days agoShips features with AI pair-programming; writes evals for own modules
MO
Michal Ostrycharz
[email protected]
EngineeringInternal ITBaseline 2026-05L3L321 days agoShips features with AI pair-programming; writes evals for own modules
MS
Mikhail Sozin
[email protected]
EngineeringCoreBaseline 2026-05L3L318 days agoShips features with AI pair-programming; writes evals for own modules
ND
Nick Dimitriou
[email protected]
EngineeringResearchBaseline 2026-05L3L323 days agoShips features with AI pair-programming; writes evals for own modules
NB
Nikhil Bajaj
[email protected]
EngineeringVeniceBaseline 2026-05L3L322 days agoShips features with AI pair-programming; writes evals for own modules
PR
Pavlo Rytikov
[email protected]
EngineeringCoreBaseline 2026-05L3L323 days agoShips features with AI pair-programming; writes evals for own modules
PP
Praveen Praveen
[email protected]
EngineeringInternal ITBaseline 2026-05L3L317 days agoShips features with AI pair-programming; writes evals for own modules
PA
Prince Anuragi
[email protected]
EngineeringNubiaBaseline 2026-05L3L323 days agoShips features with AI pair-programming; writes evals for own modules
TP
Tomasz Peczek
[email protected]
EngineeringVeniceBaseline 2026-05L3L321 days agoShips features with AI pair-programming; writes evals for own modules
AP
Adrian Paez
[email protected]
EngineeringAngkorBaseline 2026-05L2L218 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
AB
Ahmad Mazen Bitar
[email protected]
EngineeringCoreBaseline 2026-05L2L222 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
AA
Alex Abdugafarov
[email protected]
EngineeringResearchBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
AK
Alexey Kichin
[email protected]
EngineeringVeniceBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
AO
Alexey Osipov
[email protected]
EngineeringCoreBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
AR
Ali Rezai
[email protected]
EngineeringKyotoBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
AA
Amirul Ashraf
[email protected]
EngineeringCoreBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
AR
Angelo Borsoi Ross
[email protected]
EngineeringAngkorBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
AG
Anish Gehlot
[email protected]
EngineeringInternal ITBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
AT
Antoni Tomaszuk
[email protected]
EngineeringInternal ITBaseline 2026-05L2L214 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
AL
Antonio Larriba
[email protected]
EngineeringResearchBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
AG
Artem Grigor
[email protected]
EngineeringResearchBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
AS
Aryan Singh
[email protected]
EngineeringKyotoBaseline 2026-05L2L222 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
BS
Batyr Sardarbekov
[email protected]
EngineeringCoreBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
CB
Carlos Bermudez
[email protected]
EngineeringCoreBaseline 2026-05L2L214 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
CC
Carmen Cabrera
[email protected]
EngineeringCoreBaseline 2026-05L2L222 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
DO
Damian Orzechowski
[email protected]
EngineeringCoreBaseline 2026-05L2L221 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
DB
Daniel Britten
[email protected]
EngineeringSynnax LamportBaseline 2026-05L2L221 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
DD
Dat Duong
[email protected]
EngineeringNubiaBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
EB
Eli Barbieri
[email protected]
EngineeringInternal ITBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
FP
Fabricio Sanches Paranhos
[email protected]
EngineeringSynnax LamportBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
GP
Grigorii Pevnev
[email protected]
EngineeringCoreBaseline 2026-05L2L222 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
IV
Ilia Vlasov
[email protected]
EngineeringSynnax LamportBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
JK
Jithin KS
[email protected]
EngineeringVeniceBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
KK
Kamil Kuliberda
[email protected]
EngineeringInternal ITBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
KG
Kasia Gankiewicz
[email protected]
EngineeringNubiaBaseline 2026-05L2L222 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
KK
KB Kan
[email protected]
EngineeringKyotoBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
LR
Lukasz Rozmej
[email protected]
EngineeringCoreBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
MR
Maksim Ryndin
[email protected]
EngineeringResearchBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
MT
Manjeet Thadani
[email protected]
EngineeringAngkorBaseline 2026-05L2L217 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
MA
Manuel Arto
[email protected]
EngineeringCoreBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
MC
Marko Cupic
[email protected]
EngineeringResearchBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
MC
Matt Carter
[email protected]
EngineeringVeniceBaseline 2026-05L2L222 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
MU
Mikhail Ushakov
[email protected]
EngineeringResearchBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
MH
Mohamed Hisham
[email protected]
EngineeringNubiaBaseline 2026-05L2L217 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
NM
Nikola Mratinic
[email protected]
EngineeringCoreBaseline 2026-05L2L222 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
NM
Nurbakyt Madibek
[email protected]
EngineeringCoreBaseline 2026-05L2L222 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
OB
Oleksii Bespalov
[email protected]
EngineeringCoreBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
PB
Paul Barradas
[email protected]
BD / SalesMarketingBaseline 2026-05L2L223 days agoBuilding Agentic Design Systems Building MCP and skills to consume those DS Building tools that make easy my teammates use the Design systems
PM
Pawel Miszkurka
[email protected]
EngineeringInternal ITBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
QL
Quang Le
[email protected]
EngineeringCoreBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
RC
Roberto Cantu
[email protected]
EngineeringSG&RBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
RP
Rodrigo Pino
[email protected]
EngineeringNubiaBaseline 2026-05L2L217 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
RB
Ruben Buniatyan
[email protected]
EngineeringCoreBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
SF
Sam Fan
[email protected]
EngineeringInternal ITBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
SF
Shura Fedorovskyi
[email protected]
EngineeringCoreBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
SV
Stavros Vlachakis
[email protected]
EngineeringCoreBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
VC
Vasilis Chatzistratis
[email protected]
EngineeringSG&RBaseline 2026-05L2L223 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
XG
Xander van der Goot
[email protected]
EngineeringResearchBaseline 2026-05L2L218 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
YK
Yaroslav Kukharuk
[email protected]
EngineeringNubiaBaseline 2026-05L2L215 days agoUses Copilot daily; asks ChatGPT to explain unfamiliar code
AK
Aivaras Kondrotas
[email protected]
EngineeringAngkorBaseline 2026-05L1L123 days agoRead about Copilot / ChatGPT; hasn't enabled them yet
AK
Anders Kristiansen
[email protected]
EngineeringCoreBaseline 2026-05L1L117 days agoRead about Copilot / ChatGPT; hasn't enabled them yet
AD
Andrei Dobra
[email protected]
EngineeringKyotoBaseline 2026-05L1L118 days agoRead about Copilot / ChatGPT; hasn't enabled them yet
EC
Ege Caner
[email protected]
EngineeringNubiaBaseline 2026-05L1L118 days agoRead about Copilot / ChatGPT; hasn't enabled them yet
EV
Emanuel Sousa Vieira
[email protected]
EngineeringResearchBaseline 2026-05L1L123 days agoRead about Copilot / ChatGPT; hasn't enabled them yet
HH
Haneen Hany
[email protected]
EngineeringAngkorBaseline 2026-05L1L123 days agoRead about Copilot / ChatGPT; hasn't enabled them yet
HM
Houssem Machghoul
[email protected]
EngineeringVeniceBaseline 2026-05L1L122 days agoRead about Copilot / ChatGPT; hasn't enabled them yet
KC
Kamil Chodola
[email protected]
EngineeringCoreBaseline 2026-05L1L121 days agoRead about Copilot / ChatGPT; hasn't enabled them yet
LE
Lautaro Emanuel
[email protected]
EngineeringCoreBaseline 2026-05L1L123 days agoRead about Copilot / ChatGPT; hasn't enabled them yet
MS
Maciej Skrzypkowski
[email protected]
EngineeringCoreBaseline 2026-05L1L123 days agoRead about Copilot / ChatGPT; hasn't enabled them yet
MS
Marcin Sobczak
[email protected]
EngineeringCoreBaseline 2026-05L1L118 days agoRead about Copilot / ChatGPT; hasn't enabled them yet
RG
Rafael Granza
[email protected]
EngineeringNubiaBaseline 2026-05L1L122 days agoRead about Copilot / ChatGPT; hasn't enabled them yet
RO
Reginald Ojeba
[email protected]
EngineeringVeniceBaseline 2026-05L1L122 days agoRead about Copilot / ChatGPT; hasn't enabled them yet
TS
Tayfun Sur
[email protected]
EngineeringOperationsBaseline 2026-05L1L123 days agoRead about Copilot / ChatGPT; hasn't enabled them yet
TR
Thiago Ribeiro
[email protected]
EngineeringNubiaBaseline 2026-05L1L123 days agoRead about Copilot / ChatGPT; hasn't enabled them yet
AB
Andrei Burdusa
[email protected]
EngineeringSynnax LamportBaseline 2026-05L0L023 days agoHasn't enabled Copilot or any AI assist; treats AI as somebody else's problem
DH
Dom Henderson
[email protected]
EngineeringSynnax LamportBaseline 2026-05L0L023 days agoHasn't enabled Copilot or any AI assist; treats AI as somebody else's problem
FS
Frantisek Silvasi
[email protected]
EngineeringSynnax LamportBaseline 2026-05L0L023 days agoHasn't enabled Copilot or any AI assist; treats AI as somebody else's problem