Attestoria
Independent audit and governance of AI systems
A methodological practice being established around AI audit, governance, and defensibility. Engagements are currently delivered by TRARDI Group.
Question it answers
Does this system hold?
AI as capability, not as promise. Gartner estimates that most AI projects do not make it past pilot — we build the ones that hold in production.
Founded by Dr. Youssef TRARDI — PhD, AI Capability Architect.
The real problem
Prototypes in silos. Nothing connects to your data, processes, or security. 74% of companies fail to scale AI (MIT Sloan).
The demo was flawless. In your stack, under real constraints, it collapses. Average cost of a failed AI pilot: $500K–$2M (Accenture).
Six months after deployment, your teams still work the old way. Only 23% of AI deployments reach real adoption (McKinsey).
Sources·Gartner 2024 · MIT Sloan 2023 · Accenture 2024 · McKinsey 2024
Three practices across the AI system lifecycle
One house, three disciplines under the TRARDI Group roof — each answering a distinct question about AI systems in the real world.
Independent audit and governance of AI systems
A methodological practice being established around AI audit, governance, and defensibility. Engagements are currently delivered by TRARDI Group.
Question it answers
Does this system hold?
Build & Deploy
Design, build, deploy AI systems that survive real enterprise constraints — security, governance, adoption.
Question it answers
How do we build it right?
Train & Adopt
Institutionalize AI capability — executive briefings, team workshops, measured adoption programs on your real documents.
Question it answers
How do we make it stick?
Why TRARDI Group
A consultancy delivers a deck. A freelancer delivers a prototype. We deliver the whole system, adopted, measured.
Capability
Big consultancies
Accenture, McKinsey
SaaS vendors
Off-the-shelf AI
Freelancers
Upwork, Toptal
Online courses
Udemy, Coursera
TRARDI Group
The whole system
AI strategy & discovery
Custom build on your stack
Production deployment
Governance & security
Team training on your data
Measured adoption
Stays until it runs
Every other option leaves you one piece short.
TRARDI is the one that makes it run.
Proprietary systems
Three multi-agent platforms built in-house. Not product theater — evidence our delivery discipline exists in real systems, not only in consulting language.
Autonomous AI recruitment pipeline
Five specialized agents cover the full hiring loop: they read the business need, draft the job description, rank incoming CVs, run autonomous interviews, and score candidates on three axes — all while learning from every hire.
less time per hire
match quality
candidate response
interview cost cut
Multi-agent meeting intelligence
Ten specialized agents turn raw meeting audio into structured decisions — diarization, extraction, synthesis, QA — all under SLA. Deployed on-premise or in a private cloud with a full audit trail.
less time writing minutes
action precision
anti-hallucination
SLA uptime
Cost-first AI intelligence watch
A Radar-and-Scalpel architecture: a cheap scanner sweeps every 30 minutes and only escalates to expensive deep analysis when content crosses a relevance threshold. Cost-first, intelligence-second.
for 10 000 articles analyzed
relevance on priorities
weekly maintenance
uptime, no babysitting
Every TRARDI engagement is powered by the same discipline it takes to architect three multi-agent AI platforms in-house.
The morAIlity Operating Model
The model is not the architecture. Companies with structured adoption programs see 2.5x more ROI (McKinsey) — our operating model integrates build and adoption from day 1.
TRARDI Impact Score™
Scores every use case across 5 axes: business impact, data readiness, feasibility, adoption risk, governance complexity.
Adoption Velocity Index™
Measures real adoption: active users, task completion, time-to-autonomy. Not vanity metrics — operational proof.
Map processes, tools, data maturity, and friction points. Understand before acting.
Deliverable: AI Readiness Report + TRARDI Impact Score™ on every use case.
1–2 weeks
Separate real opportunities from noise. Prioritize by impact, feasibility, and urgency.
Deliverable: Prioritized roadmap with go/no-go for every use case.
1 week
Build the first functional system on a controlled scope. Validate with real users on real data.
Deliverable: Working prototype + technical architecture document.
3–6 weeks
Connect the system to your existing stack. Secure, govern, and industrialize it with disciplined execution across the chain.
Deliverable: Production-ready system + governance framework.
2–4 weeks
Map processes, tools, data maturity, and friction points. Understand before acting.
Deliverable: AI Readiness Report + TRARDI Impact Score™ on every use case.
1–2 weeks
Separate real opportunities from noise. Prioritize by impact, feasibility, and urgency.
Deliverable: Prioritized roadmap with go/no-go for every use case.
1 week
Build the first functional system on a controlled scope. Validate with real users on real data.
Deliverable: Working prototype + technical architecture document.
3–6 weeks
Connect the system to your existing stack. Secure, govern, and industrialize it with disciplined execution across the chain.
Deliverable: Production-ready system + governance framework.
2–4 weeks
Train your teams on the deployed system. Measure real usage with Adoption Velocity Index™.
Deliverable: Training materials + live adoption dashboard.
2–6 weeks
Monitor performance, iterate, expand. Build internal autonomy over time, quarter after quarter.
Deliverable: KPI dashboard + quarterly review ritual + capability transfer plan.
Ongoing
Train your teams on the deployed system. Measure real usage with Adoption Velocity Index™.
Deliverable: Training materials + live adoption dashboard.
2–6 weeks
Monitor performance, iterate, expand. Build internal autonomy over time, quarter after quarter.
Deliverable: KPI dashboard + quarterly review ritual + capability transfer plan.
Ongoing
Most projects fail between deployment and adoption. TRARDI Group exists so that yours does not.
Build & Deploy

We assess your processes, data, and maturity, then tell you where to start and what to avoid.
For: C-level, transformation leads, CTO/CDO
Output: AI Readiness Report with scored use cases. 1–2 weeks.
Systems that query your knowledge base and return sourced answers in seconds.
For: Legal, compliance, knowledge-heavy ops
Output: Production document assistant connected to your corpus.
Agents that qualify, compare, synthesize, and route — inside your existing tools.
For: Operations, procurement, HR, finance
Output: Deployed agents connected to your CRM, ERP, or docs.
On-premise, hybrid, or private cloud AI environments. No compromise on governance.
For: Finance, health, defense, public sector
Output: Deployed AI stack with security framework and audit trail.
Train & Adopt

Half-day for boards and C-level. Frame AI investment, avoid vendor traps.
Duration: 3–4 hours
Group: 5–15 executives
Output: Decision framework, prioritization matrix, risk map.
Hands-on sessions on your real documents. Your team leaves with working AI routines.
Duration: 1–3 days
Group: 8–20 people
Output: Configured workflows, structured prompts, reusable templates.
Sustained capability building over weeks. AI practices embedded in daily operations, adoption measured.
Duration: 4–12 weeks
Group: Full teams
Output: Adoption dashboard, trained team leads, internal playbook.
This is not a Coursera course. Every session uses your documents, your processes, your tools.
Practice being established
Audit & defend
The methodological discipline for AI audit, governance, and defensibility of live systems. Published at version 0 — the public backbone of Attestoria, a practice being established whose engagements are currently delivered by TRARDI Group.
The TRARDI Framework, in four parts
01
Should this system be built?
02
Is it built correctly?
03
Can its sovereignty be verified?
04
Does it hold in real conditions?
Private methodology made publicly readable. Not a certification scheme. AI audit engagements are currently delivered by TRARDI Group.
Engagement catalog
Pick where to start. Every engagement plugs into the next — or stands alone.
Every engagement starts with a 30-minute intro call. Request yours →
Weighing your options?vs. consulting firms·vs. freelance·vs. in-house team
FAQ
Traditional firms often stop at the deck. We go through to the production system and measured adoption, with execution continuity across scoping, build, and transfer. We also operate three AI platforms within the group (Talent360, SyncAgent Pro, Praxis), so the discipline we teach is the one we practice.
Still have questions? Write to us directly.
Contact form or direct email. NDA on request.
Honest diagnostic — no sales pitch, no detours.
Scoped, timelined, and priced within 48 hours.
Contract signed, kickoff scheduled on your timeline.

30 minutes to frame a mandate, a scope, or a real operational constraint. We will tell you quickly whether the issue belongs to build, adoption, audit, or arbitration.
No pitch deck. No generic proposal. A candid framing of the mandate, its feasibility, and its limits.