Reveal hidden friction across your enterprise
Precision diagnostic instruments for enterprise leaders — choose between 4 Focused Quick Diagnostics (AI Opportunity Score, AI Maturity, Risk Intelligence, and On-Page Autonomy) for instant self-assessment readouts, or deploy our Deep 360° Enterprise Diagnostic for a comprehensive, multi-tier operational audit across 11 role archetypes.
Choose your path
Part of Trimurai's Assess step — evaluate friction, risk posture, and autonomy readiness with 4 rapid self-assessments or full multi-tier organizational triangulation.
Client Snapshot
A mid-market enterprise group
Anonymised client snapshot — representative of a real engagement.
AI Flag · Friction Point
Cross-functional handoffs show recurring manual bridges between core systems. Suggests partial automation — recommend a workflow audit before scaling change.
4 Focused Quick Diagnostics.
Rapid, calibrated self-assessment instruments designed for senior leaders to quantify readiness, opportunity, risk, and autonomy maturity in minutes.
AI Maturity Benchmark (I2I)
Evaluates your enterprise position across the 5-stage autonomy maturity curve (Assisted → Augmented → Autonomous) over 5 strategic vectors.
AI Opportunity & ROI Score (AIOS)
Quantifies systemic workflow friction, coordination overhead, and automation yield across 5 friction dimensions to establish your AIOS baseline.
Enterprise Risk Intelligence (ERI)
Audits autonomous agent failure modes, regulatory compliance (EU AI Act), shadow AI exposures, and policy-as-code boundary controls.
4-Pillar Autonomy Benchmark
Instant 60-second interactive benchmark across Strategy & Mandate, Value & ROI, Process Autonomy, and Governance Posture with live 5-stage scorecard.
Deep Diagnostic: Full 360° Enterprise Multi-Tier Audit.
When boardrooms need deep operational precision, we deploy our complete 50+ role-aware diagnostic across C-suite, BU leaders, and frontline operations with statistical triangulation.
50+ Curated Question Sets
Tailored by industry and domain across 11 role archetypes with adaptive branching and single-question focus.
Statistical Triangulation
Shuffled semantic weights and reality gap matrices eliminate acquiescence bias and executive optimism blind spots.
Sentiment & Theme Clustering
AI parses free-form commentary, clustering operational anomalies into actionable thematic intervention priorities.
Board-Ready Strategy Blueprint
Transforms diagnostic telemetry into an EBITDA-linked executive roadmap with capex hurdles and 90-day execution steps.
Autonomous Enterprise Maturity Benchmark
Evaluate your organization across Strategy, Value, Process, and Governance alignment to uncover your maturity stage (Stages 1–5) and priority intervention roadmap.
AI Maturity
Where does your enterprise sit on the autonomy curve?
The Autonomous Enterprise Readiness Benchmark places your organisation on a three-stage maturity spectrum — Assisted, Augmented, Autonomous — across five strategic vectors. Not a generic checklist. A calibrated C-suite signal in eight minutes.
- 10 strategic C-suite questions (~8 min)
- Scored across 5 autonomy vectors
- Instant placement on the maturity curve
- Board-ready readout with prioritised actions
Autonomous Enterprise Readiness Benchmark
Autonomy Maturity Curve
Human-led with AI as a co-pilot. Automation is task-level and fragmented.
AI amplifies decisions. Workflows are instrumented and data-connected.
Intent-driven execution. Systems orchestrate, adapt and self-correct at enterprise scale.
5 Strategic Vectors Evaluated
The Survey
One question at a time. Always know where you are.
No grids. No fatigue. Respondents can pause, resume and review — state is saved continuously. Branching adapts as answers reveal themselves.
- Role + department aware routing
- Pause anywhere, resume seamlessly
- Navigate back to edit a response
- Free-form follow-up on negative signals
Operational Visibility · Baseline
How is performance across your core business functions currently tracked and reported to leadership?
The Platform
A diagnostic that respects the executive's time.
Six capabilities, designed around how a CXO actually evaluates a business — not how a survey tool wants to ask questions.
Tailored to each client
Our advisors curate every questionnaire from a deep library of diagnostic sets — tuned to the client's industry, scale and operating context.
Adaptive branching
Questions surface by role and department. Negative signals quietly prompt a free-form follow-up — never a wall of forms.
Role & department aware
COOs, CIOs, CHROs and function leaders each see what's relevant. Mapped automatically through verified email domains.
Live executive dashboard
Slice findings by function, by company, by cohort. Trends, anomalies and friction points — without exporting a spreadsheet.
AI-powered Insights
Free-form responses are parsed for sentiment, tagged with friction points, and clustered into the themes a CXO actually acts on.
Company-isolated data
Aggregation always at the company boundary. No client data ever leaks across engagements — by architecture, not by policy.
AIOS Architecture
The Architecture of the AIOS Engine
A boardroom dashboard is only as accurate as the ground-level data feeding it. AIOS runs a synchronized cross-examination across three critical layers:
All three layers are cross-examined simultaneously — revealing where your executive narrative and your operational reality have diverged.
Decision Velocity Friction
Unstructured process metrics forcing manual monitoring cycles. Approval layers slowing procurement and capital allocation. Delayed data visibility pushing decisions onto stale information.
Coordination & Handoff Complexity
Manual data ingestion across end-to-end delivery workflows. Cross-team handoff blind spots causing context loss. Disconnected partner systems creating resource and scheduling gaps.
Institutional Memory & Talent Risk
Critical process knowledge locked in individuals and undocumented workarounds. Workforce attrition creating operational single points of failure across key functions.
Execution & Compliance Loss
Operational margin leakage from untracked micro-interruptions and process failures. Quality gaps creating rework costs. Penalty liabilities from missed SLA and delivery commitments.
Every friction dimension is scored across all 11 role archetypes. The aggregated output is your organization's single AIOS — a normalized baseline ready for board-level conversation.
Methodology
Built to Defeat Bias. Engineered for Ground Truth.
Traditional corporate surveys suffer from acquiescence bias — respondents answer the way they believe leadership wants them to answer. The result is a dataset that mirrors boardroom perception, not operational reality.
AIOS uses three structural mechanisms to defeat this — delivering ground-truth signals that a conventional survey cannot.
Shuffled Semantic Weights
Display identifiers and option ordering are dynamically randomized per respondent. The portal evaluates answers entirely from raw data metadata — not from the option label a respondent sees. Acquiescence bias and social desirability effects are structurally neutralized.
Multi-Rater Authority Overlays
Responses are not treated as equal votes. A floor supervisor's visibility into micro-stoppages carries weighted authority over a CEO's contractual-level view of the same dimension. AIOS knows who is closest to each friction point — and adjusts the signal accordingly.
The 'Reality Gap' Matrix
When executive perception diverges from ground-floor operational data by a calibrated threshold, the algorithm flags that variance as a transformation vector. The gap itself is a signal. It tells you where authority alignment is missing — and where the highest ROI automation intervention begins.
AIOS Dimensions
Friction and growth signals, visualised
The AI Opportunity Score (AIOS) maps five structural dimensions — operational drag and unrealized value across your enterprise. The tighter the polygon, the higher the friction — and the greater your automation and reimagination opportunity.
Hover a dimension to explore what AIOS measures
Illustrative values — your AIOS reflects your actual operational data
Workflow
From advisor curation to executive insight, in four motions.
Curate
Our advisors assemble the questionnaire from existing diagnostic sets, then tune it to the client's industry, scale and operating context.
Invite
Send a single magic-link to participants. Email OTP authenticates; domain maps the respondent to the right company automatically.
Respond
Each role sees only their relevant arc. State persists. Negative answers prompt clarification — never a wall of follow-ups.
Act
AI clusters signals into themes, flags urgent anomalies, and ranks the levers most likely to move the needle for that client.
The Intelligence Layer
AI, where it earns its keep.
Two surgical applications of AI — quietly in the background of an experience that still feels human.
Semantic Check
No duplicate questions, ever.
When an admin adds a question, the platform parses existing sets and flags semantic neighbours — with one click to reuse.
You're adding “How is enterprise performance monitored?”
A similar question already exists in Set B. Reuse →
Dashboard Analytics
Free-form, finally readable.
Descriptive answers are clustered by sentiment, tagged with friction points, and surfaced as ranked operational anomalies on the executive view.
The output
From friction scores to a board-ready strategy
AIOS diagnostics quantify where structural friction lives across your organisation. Our Enterprise AI Strategy engagement turns that signal into a defensible executive readout — prioritised moves, capex view, and a 90-day mobilisation plan.
The sample below is from the strategy deliverable, not the quick web assessment.
Assess step
Choose your diagnostic path
Four precision self-assessments and a comprehensive multi-tier enterprise audit. Each maps a distinct layer of your organizational readiness.
AI Maturity · ~8 min
Autonomous Readiness (I2I)
Benchmark along the Assisted → Augmented → Autonomous continuum across 5 strategic vectors.
AIOS Audit · ~10 min
Opportunity & ROI Score
Map operational friction, coordination overhead and EBITDA margin leverage baselines.
ERI Audit · ~10 min
Risk Intelligence (ERI)
Audit autonomous failure modes, EU AI Act compliance and policy-as-code guardrails.
Full 360° · Multi-Tier
Enterprise Diagnostic
50+ role-aware questions. Frontline to boardroom. Statistical triangulation across the enterprise.