Executive overview
This playbook describes a no-code AI agents team that maps to every operation Alliott Hadi Shahid performs on its Auditors and Advisors service lines. Each agent is a Markdown instruction file pasted as the system prompt of a Claude Project; work flows in through Google Drive, agents draft deliverables, and Zapier delivers the output to the firm's email and document control.
The design has three principles:
- Augment, never autonomous. Every output is DRAFT and partner-reviewed before release.
- UAE-anchored. Every agent enforces the FTA, MoE, ESR, UBO, AML/CFT and PDPL frameworks.
- Mapped to real people. Each agent corresponds to a real partner or manager — preserving accountability and client relationships.
The firm at a glance
Offices: Abu Dhabi (HQ), Dubai, Sharjah and Al Ain. Network: Member firm of Alliott Global Alliance — the 6th-largest multi-disciplinary alliance with 200+ offices in 90+ countries.
Indicative people structure (illustrative)
| Tier | Headcount | Typical work |
|---|---|---|
| Partners | 4 | Signing partner, client relationship, opinion |
| Senior Managers | 6 | Engagement leadership, complex review |
| Managers | 12 | Plan, fieldwork supervision, draft reports |
| Seniors | 18 | Lead testing, lead schedules, drafts |
| Staff / Associates | 14 | Substantive testing, bookkeeping, data prep |
| Admin / Support | 6 | Reception, IT, scheduling, finance |
| Total | 60 | — |
Key people behind the agents
Team architecture
Twelve agents organised in three domains, all routing through a single Chief of Staff.
CHIEF OF STAFF
(Dr. A. Hadi Shahid persona)
|
+-------------------------------+--------------------------------+
| | |
AUDITORS DOMAIN ADVISORS DOMAIN ORCHESTRATION
| | |
External Audit (Zaheer) Due Diligence (Arnel) Client Management
Internal Audit (Owais) Valuation (Qaiser) BD & Proposals
Bookkeeping (Imran) Feasibility (Qaiser)
VAT Services (Samir) Mgmt Consult. (Arnel)
Corporate Tax (Sarmad) VAT Advisory (Samir)
Each box is a Claude Project. Each Claude Project has a single .md file as its system prompt. Each project has its own Google Drive INPUTS / OUTPUTS folder pair and one matching Zap. Partners review every draft before release.
The twelve agents
For each agent: who they are modelled on, what they do, the process flow, inputs and outputs, a real case study, the UAE regulations they enforce, and the escalation triggers.
01 · Chief of Staff
The Orchestrator
Modelled on Dr. A. Hadi Shahid — Managing Partner. Triage, routing, daily and weekly partner brief.
What this agent does
- Receives every inbound request from the partner inbox or shared Drive.
- Classifies the request by domain (Auditors, Advisors, Operations).
- Routes to the correct specialist agent with a triage note.
- Tracks every matter through to closure or escalation.
- Issues the Daily Stand-up Brief and the Friday Weekly Partner Brief.
Process flow
Receive
Inbound email, Drive drop, or chat message.
Classify
Domain, priority, client risk, deadline.
Route
Triage note to the right specialist agent.
Track
Status log: in-flight, waiting-client, with-partner.
Brief
Daily stand-up at 08:30 GST; weekly summary Friday 16:00 GST.
Inputs
- Free-text request or structured JSON from Zapier
- Client name, deadline, attachments
- Status queries ("what's overdue?")
Outputs
- Triage Note with priority and routed-to SME
- Daily Stand-up Brief
- Weekly Partner Brief
- Escalation flags for partner review
Case study · Tuesday 08:42 GST
A long-standing real-estate client emails the firm at 08:42 GST asking for help with three things: an FTA VAT reconsideration, a CT registration question, and a fee adjustment.
The Chief of Staff agent produces one triage note in under 90 seconds: routes the reconsideration to VAT Advisory (P1, deadline in 21 days), the CT question to Corporate Tax (P2, no deadline), and flags the fee adjustment to the Managing Partner directly (escalation rule: fee variation > 20% requires partner sign-off).
Outcome: the partner sees one structured note instead of three separate threads. Time-to-action on the FTA matter falls from a day to under an hour.
UAE regulations enforced
VAT · CT · ESR · UBO · AML/CFT · PDPL — consults the live FTA EmaraTax deadlines via the firm's knowledge base.
Escalation triggers
Tax position; AML red flag; conflict of interest; fee variation > AED 25,000 or 20%; regulator correspondence; deadline within 7 days.
02 · External Audit
The Statutory Auditor
Modelled on Mr. Zaheer Anis — MoF-licensed Auditor, CPA. ISA-aligned external audit support.
What this agent does
- Drafts audit programmes, lead schedules and working-paper templates aligned to ISA.
- Performs first-pass analytical review on trial balances and movements.
- Drafts management letters, representation letter templates and completion memos.
- Reconciles audited revenue to VAT 201 returns; recomputes EOSB; tests UBO and ESR filings.
- Never issues the opinion — every working paper is DRAFT and re-performed by a human.
Process flow
Plan
Risk assessment, materiality, ISA 315 risks.
Programme
WP templates per assertion.
Test
Sample selection, analytical review, exception logs.
Conclude
Draft conclusion subject to re-performance.
Report
Mgmt letter, completion memo, opinion file.
Inputs
- Trial balance, prior-year FS, GL extracts
- Materiality (overall, performance, CTT)
- Risk areas identified at planning
- Free-zone / mainland licence details
Outputs
- Audit programme by WP reference
- Lead schedules with prior-year comparatives
- Draft management letter (5-column format)
- Completion memo & opinion package
Case study · DMCC trading group, FY 31-Dec-2025
A mid-market commodities trader with revenue of AED 280m and seven subsidiaries needs a group audit filed within DMCC's 90-day window.
The agent drafts 23 working papers in two hours, including revenue cut-off testing, ECL on trade receivables, intercompany elimination memos, and a VAT 201 reconciliation that surfaces an AED 410,000 under-declared output VAT — flagged for voluntary disclosure.
Outcome: human re-performance time falls from c. 60 hours to c. 22 hours; the VAT exposure is identified six weeks earlier than it would have been.
UAE regulations enforced
ISA suite · IFRS / IFRS for SMEs · UAE CT FDL 47/2022 (deferred tax) · VAT FDL 8/2017 · DMCC / JAFZA 90-day filing windows · EOSB under Labour Law FDL 33/2021.
Escalation triggers
Fraud indicator (ISA 240) · going concern doubt (ISA 570) · subsequent events (ISA 560) · scope limitation · non-compliance with laws (ISA 250) · undisclosed related parties.
03 · Internal Audit
The Risk-Based Internal Auditor
Modelled on Mr. Muhammad Owais — CPA, MIPA, MIFA.
What this agent does
- Drafts the annual internal audit plan based on a risk universe.
- Designs control test programmes for cycles (revenue, procurement, payroll, treasury, IT).
- Documents fieldwork findings using condition, criterion, cause, consequence and recommendation.
- Tracks management responses and follow-up status.
- Drafts audit committee papers in board-ready format.
Process flow
Risk universe
Process, fraud, regulatory, IT risks.
Plan
Annual plan, scoping, owners.
Fieldwork
Walk-through, sample, document.
Report
Findings, ratings, mgmt responses.
Follow up
Re-test, closure or escalation.
Inputs
- Process maps, SOPs, organisation chart
- System extracts, payroll runs, vendor master
- Previous IA reports and open recommendations
Outputs
- Annual IA plan & risk universe
- Control test working papers
- 5-column findings register
- Audit committee paper
Case study · Family-owned manufacturing group
A 40-year-old industrial group asks for an internal audit of its procurement and payables cycle after a near-miss vendor fraud.
The agent drafts a 14-step test programme, identifies four control gaps (no three-way match for purchases below AED 50,000, single approver for vendor master updates, no segregation between PO creation and goods receipt, and dormant vendor accounts not deactivated), and recommends quantified controls.
Outcome: a board-ready report in three working days instead of two weeks; the family adopts all four recommendations within the next quarter.
UAE regulations enforced
Companies Law FDL 32/2021 · AML/CFT FDL 20/2018 (DNFBP supply chain) · UAE PDPL FDL 45/2021 (HR data handling) · IIA Standards (referenced framework).
Escalation triggers
Fraud red flag · control failure with quantified loss > AED 100,000 · sanctions exposure in supply chain · refusal of management to remediate.
04 · Accounting & Bookkeeping
The Outsourced Finance Function
Modelled on Mr. Imran Ahmed — IFA UK, 15+ yrs.
What this agent does
- Maintains general ledger drafts: classification of transactions, accruals, prepayments.
- Performs monthly close: bank rec, intercompany rec, AR/AP ageing, fixed-asset register.
- Produces management accounts (P&L, BS, cash flow) with variance commentary.
- Prepares reporting packs for owners, banks and the audit team.
- Pre-formats data for VAT 201 and CT return entry.
Process flow
Capture
Bank, POS, invoices, expense claims.
Classify
Chart of accounts, cost centres.
Reconcile
Bank, IC, AR/AP, FA register.
Close
Accruals, prepayments, depreciation.
Report
Management pack with variance notes.
Inputs
- Bank statements, sales/POS exports
- Supplier invoices, expense claims
- Payroll runs, fixed-asset purchases
- Chart of accounts, prior-period TB
Outputs
- Reviewed trial balance
- Monthly management accounts
- Bank & IC reconciliations
- VAT & CT-ready data extracts
Case study · F&B chain — 6 outlets, 4 emirates
An F&B operator with six outlets needs monthly accounts within five working days of month-end. The current cycle takes 14 days.
The agent pre-classifies POS exports into the chart of accounts, drafts the bank rec for human review, and produces an outlet-by-outlet P&L pack with margin and labour-cost commentary.
Outcome: month-end close from 14 days to 6 days. The senior accountant moves from data entry to insight work.
UAE regulations enforced
IFRS for SMEs · VAT FDL 8/2017 (place of supply, tax invoice format) · CT FDL 47/2022 (record retention 7 years) · EOSB under Labour Law · PDPL on personal data fields.
Escalation triggers
Unreconciled cash > AED 25,000 · suspected duplicate vendor · missing licence on a new client · bank account in a sanctioned jurisdiction.
05 · VAT Services
The VAT Compliance Specialist
Modelled on Mr. Samir Ahmed Shahid — VAT advisory, company formation, audit.
What this agent does
- Drafts VAT registration applications on EmaraTax.
- Prepares quarterly VAT 201 returns from accounting extracts.
- Performs VAT integrity checks before FTA inspections.
- Drafts voluntary disclosures (Form 211) for errors above AED 10,000.
- Builds reconsideration requests and supports FTA assessments & appeals.
Process flow
Gather
Sales, purchase, import data.
Classify
Standard, zero, exempt, RC.
Compute
Output, input, net VAT, RCM.
Reconcile
VAT 201 vs. ledger vs. revenue.
File
EmaraTax submission & payment.
Inputs
- Sales & purchase listings
- Imports / customs documents
- Tax invoice samples
- Prior return and the FTA portal status
Outputs
- Draft VAT 201 with reconciliation
- Integrity-check memo
- Voluntary disclosure narrative
- Reconsideration / appeal package
Case study · Real-estate developer, designated zone
A developer with mixed designated-zone and mainland projects faces an FTA assessment alleging incorrect treatment of services within a designated zone.
The agent maps every supply, classifies it against the Executive Regulation, and drafts a reconsideration showing the assessment overstates the liability by AED 1.4 million.
Outcome: reconsideration filed within the 40-day window with full supporting matrix; penalty exposure reduced from AED 1.4m to AED 220,000.
UAE regulations enforced
VAT FDL 8/2017 and Executive Regulation · Public Clarifications (cited in every memo) · tax invoice rules (Art. 59) · record retention 5 years (15 for real estate) · voluntary disclosure threshold.
Escalation triggers
Net error > AED 1m · first-time FTA assessment · cross-border designated zone interpretation · AML overlay on the supply chain.
06 · Corporate Tax
The UAE CT Compliance Lead
Modelled on Mr. Sarmad — MSc Accounting & Finance, Kingston University.
What this agent does
- Drafts CT registration applications on EmaraTax.
- Computes taxable income from accounting profit (permanent and temporary differences).
- Assesses Qualifying Free Zone Person status and Qualifying Income tests.
- Evaluates Tax Group, Small Business Relief and Participation Exemption elections.
- Drafts the CT return for filing within 9 months of the financial year-end.
Process flow
Classify
Taxable person, free zone, exempt.
Compute
Accounting -> taxable income.
Elect
QFZP, Group, SBR, Participation.
Reconcile
TP, related parties, deferred tax.
File
Return on EmaraTax (9-month window).
Inputs
- Audited / reviewed financial statements
- Group structure chart and licences
- Related-party transactions log
- Prior-year tax positions
Outputs
- CT computation pack
- Election memo (QFZP, Group, SBR)
- Deferred tax workings under IAS 12
- Return draft for EmaraTax submission
Case study · DMCC services company — first CT year
A DMCC-licensed advisory firm with two foreign branches asks whether it qualifies as a QFZP for FY commencing 1 Jan 2025.
The agent walks through the five conditions (adequate substance, qualifying income, no election out, de minimis, audited FS), tests the qualifying income ratio at 96.8%, and concludes provisionally QFZP-eligible — subject to confirmation of arm's-length pricing on the branch fees.
Outcome: a defensible 0% position on AED 11.4 million of qualifying income; advisory hours drop from 38 to 12.
UAE regulations enforced
CT FDL 47/2022 · Ministerial Decisions (QFZP, SBR, Tax Group, TP) · FTA CT Guides · arm's-length principle (Articles 34-36) · IAS 12 for deferred tax.
Escalation triggers
QFZP analysis on the margin · cross-border structuring · FTA ruling request · voluntary disclosure · advice that would be signed by a partner.
07 · Due Diligence
The Transactions Analyst
Modelled on Mr. Arnel Gagani — external audit & management consulting, 15+ yrs.
What this agent does
- Drafts financial DD reports: quality of earnings, normalised EBITDA, working-capital benchmark.
- Identifies debt-like items, off-balance-sheet exposures and revenue cut-off issues.
- Maps key risks for the deal team: tax, customer concentration, working capital, licences.
- Produces market DD when the engagement covers commercial diligence.
Process flow
Scope
Target, deal type, key risks.
Data room
Index, requests, gap log.
Analyse
QoE, WC, debt-like, tax exposure.
Report
Red · amber · green findings.
SPA support
Pricing & warranty inputs.
Inputs
- Target's last 3 years FS
- Management accounts, AR/AP ageings
- Tax filings, VAT 201s, CT returns
- Major contracts & concentration data
Outputs
- QoE adjustments schedule
- Working-capital normalisation
- Red-flag report
- SPA / pricing input note
Case study · Mid-market acquisition of a logistics company
A regional PE buyer engages the firm for sell-side DD on a UAE logistics target with AED 95m revenue.
The agent normalises EBITDA from AED 18.2m to AED 14.7m (removing one-off government grants and a related-party rent below market), surfaces a working-capital seasonality of AED 6.1m peak-to-trough, and flags a deferred tax exposure missed in management's pitch.
Outcome: buyer adjusts offer by AED 22m; one negotiation cycle saved; partner spends 8 hours on review instead of drafting from scratch.
UAE regulations referenced
CT FDL 47/2022 (deferred tax, related parties) · VAT FDL 8/2017 (asset vs. business transfer) · ESR & UBO disclosure status · Labour Law (EOSB on closing balance sheet).
Escalation triggers
AML or sanctions hit on UBO · tax exposure > 5% of EV · going-concern indicator at target · conflict of interest with another client.
08 · Valuation & Modelling
The Valuation Lead
Modelled on Dr. Syed Qaiser Anis — Partner, 36+ years.
What this agent does
- Builds three-statement financial models from historical FS and management projections.
- Performs DCF, market multiples (EV/EBITDA, P/E) and asset-based valuations.
- Runs sensitivity, scenario and Monte-Carlo-style analyses (where data permits).
- Drafts valuation reports for transactions, family succession, litigation and impairment testing.
Process flow
Understand
Purpose, premise, standard of value.
Model
3-statement, drivers, assumptions.
Value
DCF + multiples + asset cross-check.
Stress
Sensitivities, scenarios.
Report
Value range & conclusion memo.
Inputs
- Last 5 years audited FS
- Management projections & capex plan
- Industry comparables (KSA, UAE, GCC)
- Cost of capital inputs
Outputs
- Excel model with sensitivity
- Value range with method weighting
- Valuation report (draft)
- Board-ready summary
Case study · Family succession — manufacturing group
A founder wants to transfer 35% of a manufacturing group to two next-generation family members. The family requires an independent valuation.
The agent constructs the model, applies a 15% minority discount and 20% marketability discount on the privately held block, and produces a value range of AED 84m–102m on a 100% equity basis.
Outcome: report drafted in 5 days instead of 14; family signs share-transfer agreements with full transparency on basis.
UAE regulations referenced
IFRS 13 (fair-value framework) · Companies Law FDL 32/2021 (share transfer mechanics) · FTA CT TP rules (where transfer is related-party) · Free-zone share register requirements.
Escalation triggers
Litigation use · impairment with going-concern overlap · family dispute · valuation for a regulated entity.
09 · Feasibility Study
The Project Feasibility Lead
Modelled on Dr. Syed Qaiser Anis — Partner.
What this agent does
- Drafts project feasibility studies: market, technical, financial, organisational, legal.
- Builds capex, opex and financing-plan models.
- Calculates breakeven, NPV, IRR, payback under multiple scenarios.
- Produces investor-ready feasibility reports for banks, free zones and government tenders.
Process flow
Concept
Product, market, geography.
Market
Demand, competition, pricing.
Operations
Capex, opex, staffing, location.
Financial
Revenue model, P&L, CF, IRR.
Report
Investor & bank-ready memo.
Inputs
- Sponsor brief & concept note
- Site / location data
- Market data & benchmarks
- Capex quotes, opex inputs
Outputs
- Feasibility report (50-80 pages)
- Financial model with scenarios
- Sensitivity dashboards
- Bank / free-zone submission pack
Case study · New ghost-kitchen network
A food entrepreneur asks for a feasibility study for a 5-kitchen ghost-kitchen network across Dubai and Sharjah.
The agent builds the demand model from delivery-app benchmarks, sizes capex at AED 4.2m, opex at AED 6.8m/yr, and runs three scenarios; base-case IRR 27%, downside 11%.
Outcome: 60-page report ready for the sponsor's bank in 8 working days, against a quote of 4 weeks.
10 · Management Consulting
The Operations & Performance Adviser
Modelled on Mr. Arnel Gagani.
What this agent does
- Drafts organisation reviews: structure, span of control, role clarity.
- Designs KPI dashboards and management reporting frameworks.
- Documents process maps and re-engineering recommendations.
- Advises on family-business governance and succession protocols.
Process flow
Diagnose
Pain points, baseline, data.
Design
Target structure, processes, KPIs.
Plan
Roadmap, owners, milestones.
Build
SOPs, dashboards, training.
Sustain
Quarterly review, refinement.
Case study · Trading group — performance dashboard
A 30-year-old trading group with five divisions has Excel-based management reports that arrive 18 days after month-end.
The agent designs a unified KPI dashboard, drafts the monthly close calendar, and outlines the IT specification for a Power BI implementation.
Outcome: month-end reporting target moved from day 18 to day 7; the board signs off the design in a single meeting.
11 · VAT Advisory
The VAT Structuring Adviser
Modelled on Mr. Samir Ahmed Shahid.
What this agent does
- Drafts VAT structuring memos: real estate, designated zones, cross-border, e-commerce.
- Prepares reconsideration requests and FTA clarification letters.
- Designs in-house VAT training programmes for client finance teams.
- Reviews contracts for VAT clause sufficiency before client signature.
Process flow
Question
Client's specific advisory ask.
Facts
Supply chain, parties, geography.
Law
FDL 8/2017 + Public Clarifications.
Analyse
Apply rules to facts.
Memo
Draft conclusion & action plan.
Case study · E-commerce platform — KSA-UAE supplies
An e-commerce platform asks whether its commission income on UAE-to-KSA orders is zero-rated, standard-rated, or out of scope.
The agent maps place-of-supply rules for electronically supplied services, references the relevant Public Clarification, and concludes zero-rated subject to recipient evidence retention — backed by a sample evidence pack.
Outcome: AED 380,000 of input VAT recovered on prior periods; advisory memo signed by partner in 48 hours.
12 · BD & Proposals
The Growth & Proposals Lead
Modelled on the Managing Partner's growth desk.
What this agent does
- Qualifies inbound leads against the firm's ICP and conflict / risk rules.
- Drafts engagement proposals for audit, VAT, CT, TP, ESR, UBO, AML and advisory.
- Maintains capability statements, credentials slides and case-study one-pagers.
- Tracks the proposal pipeline and conversion rates.
Case study · RFP from a family office
A Sharjah family office requests proposals for audit, CT, and advisory across nine entities.
The agent qualifies the lead (10/12 on ICP fit), drafts a single integrated proposal across all three service lines with a 9% multi-service discount line, and supplies the partner with three relevant case studies.
Outcome: proposal turnaround from 9 days to 36 hours; engagement won at AED 690,000/year.
Technical implementation
This section is the operations manual. No development required. Everything is configuration of off-the-shelf tools the firm already uses or can adopt in a single subscription cycle.
What the .md files do
Each agent is a single Markdown file (e.g. EXTERNAL-AUDIT.md) containing seven sections:
- Role definition — what the agent is and is not.
- Firm context — Alliott Hadi Shahid, Dubai UAE, network, standards.
- Input format expected — structured request schema.
- Output format required — exact Markdown the agent must produce.
- UAE regulations to apply — VAT, CT, ESR, UBO, AML, PDPL, ISA, IFRS.
- Escalation rules — 10 triggers that pause work for partner review.
- Style — British English, no emojis, AED with thousands separators, DD Month YYYY.
A Markdown file is just a text file. There is nothing to compile, install or maintain. The file becomes the agent the moment it is pasted as a Claude Project's Project Instructions.
Step-by-step deployment in Claude Projects
| Step | What to do | Owner | Time |
|---|---|---|---|
| 1 | Sign in to claude.ai with the firm's Workspace account. | IT | 5 min |
| 2 | Create a Claude Project per agent, named AHS — <Agent>. | IT | 2 min each |
| 3 | Open the agent's .md file in GitHub, copy all, paste into Project Instructions. | IT | 3 min each |
| 4 | Upload reference files: latest FTA Guides, firm methodology, recent FS templates. | Tech / Partner | 30 min each |
| 5 | Run three test prompts per agent; confirm output structure matches the file's Output Format Required. | Manager | 1 hr each |
| 6 | Grant access to the relevant team members per the role permissions matrix. | IT | 15 min |
Google Drive folder setup
Alliott AI Team /
INPUTS /
Chief of Staff /
External Audit /
Internal Audit /
Bookkeeping /
VAT Services /
Corporate Tax /
Due Diligence /
Valuation /
Feasibility /
Management Consulting /
VAT Advisory /
BD & Proposals /
OUTPUTS /
(mirrored sub-folders, dated sub-folders inside each)
KNOWLEDGE BASE /
FTA Guides /
Firm Methodology /
Client Templates /
Brand Standard /
Restrict INPUTS / OUTPUTS to the relevant Domain Lead group. Restrict KYC / AML sub-folder to the Managing Partner and MLRO only.
Zapier workflows
One Zap per agent. Identical pattern:
- Trigger — New File in Folder (Google Drive,
INPUTS / <Agent>). - Convert — Formatter extracts text from PDF/DOCX.
- Filter — skip drafts, oversized files and unsupported types.
- Send to Claude — Anthropic action with the agent's
.mdas system prompt. - Save output — Create File in OUTPUTS folder, named
<original> — DRAFT.md. - Notify — Gmail to the partner with summary and link; label
AHS-Agents. - Escalate — if output contains
ESCALATION — Partner Review Required, prefix subject with[ESCALATION]and cc the MLRO when AML is mentioned.
Two scheduled Zaps complete the loop:
- Daily Stand-up Brief: Mon–Fri 08:15 GST.
- Weekly Partner Brief: Friday 16:00 GST.
Knowledge base management
- Refresh FTA Guides (VAT, CT, TP) quarterly. Replace, never duplicate.
- Tag each document with the effective date. The agent quotes the date in every deliverable.
- Keep the firm's audit methodology, illustrative FS, KYC checklist and proposal templates in dedicated sub-folders.
- Audit the knowledge base monthly — one named partner is accountable.
Version control on GitHub
- All
.mdfiles live in the private repositoryazizsaif1967-afk/aziz-saif-storyunderalliott-agents-team/. - Every change to an instruction file is committed with a clear message (e.g. "update CT thresholds per FTA guide v3, May 2026").
- The version pasted into the Claude Project must match the latest commit on
main. - Quarterly review by the partner responsible for that domain.
Cost-benefit analysis — realistic for a 60-staff UAE firm
All figures in AED unless stated. Conservative assumptions; revenue capture not double-counted with time savings.
Tool & setup costs (annual)
| Item | Basis | Year 1 | Year 2+ |
|---|---|---|---|
| Claude Team seats | 30 fee-earners × US$25/mo × 12 | 33,000 | 33,000 |
| Claude API (Zapier flows) | ~US$300/month for 12 Zaps | 13,200 | 13,200 |
| Zapier Professional | US$50/mo | 2,200 | 2,200 |
| Google Workspace | Already deployed | 0 | 0 |
| One-off setup & configuration | External consultant or internal IT lead | 70,000 | 0 |
| Change management & training | 4 half-day workshops | 30,000 | 8,000 |
| Total | — | 148,400 | 56,400 |
Hours saved per agent per year
| Agent | Users | Hours saved / user / week | Weeks active / year | Annual hours saved |
|---|---|---|---|---|
| Chief of Staff | 1 | 5 | 48 | 240 |
| External Audit | 15 | 6 | 48 | 4,320 |
| Internal Audit | 8 | 4 | 48 | 1,536 |
| Bookkeeping | 10 | 5 | 48 | 2,400 |
| VAT Services | 8 | 3 | 48 | 1,152 |
| Corporate Tax | 8 | 4 | 48 | 1,536 |
| Due Diligence | 5 | 3 | 36 | 540 |
| Valuation | 4 | 2 | 36 | 288 |
| Feasibility | 4 | 2 | 36 | 288 |
| Management Consulting | 5 | 2 | 36 | 360 |
| VAT Advisory | 6 | 2 | 48 | 576 |
| BD & Proposals | 5 | 4 | 48 | 960 |
| Overlap / double-count adjustment | — | — | — | (1,400) |
| Net hours saved per year | — | — | — | 12,796 |
Time-value, revenue capture, ROI
| Item | Basis | Year 1 (AED) |
|---|---|---|
| Blended internal recovery rate per hour | Across partner-to-senior mix | 250 |
| Gross time-value of 12,796 hours | 12,796 × 250 | 3,199,000 |
| Less: only 50% reallocated as billable / efficiency gain | Conservative haircut | (1,599,500) |
| Captured value | — | 1,599,500 |
| Plus: additional engagements won (proposal velocity) | 3 new engagements × AED 150k | 450,000 |
| Plus: penalty / rework avoided | 1 voluntary disclosure avoided | 300,000 |
| Total Year-1 benefit | — | 2,349,500 |
| Less: total Year-1 cost | From table above | (148,400) |
| Net Year-1 benefit | — | ~2,201,000 |
Risk & escalation framework
| Risk | Mitigation | Owner |
|---|---|---|
| Client data leaving the firm boundary | Claude Team plan with enterprise data handling; no API training; PDPL-compliant storage on Google Workspace UAE region. | Managing Partner / MLRO |
| Agent gives wrong tax advice | Every output DRAFT & partner-reviewed; agent always cites law and date; escalation rules halt borderline cases. | Tax Partner |
| Audit independence concern | Agents do not sign opinions or releases; agent outputs are part of the working-paper file under partner control. | Audit Partner |
| Staff resistance | Training; agents framed as your assistant, not your replacement; KPIs measure firm output, not individuals. | HR & Partners |
| Model drift / regulation change | Quarterly review of every .md file by the responsible partner; FTA Guides refreshed in the knowledge base. | Partner per domain |
| Tool vendor disruption | All instruction files in GitHub, portable; Zaps can be reconfigured to alternative LLMs without re-writing prompts. | IT Lead |
90 / 180 / 365-day rollout roadmap
Phase 1 — Pilot
- Stand up Chief of Staff + External Audit + VAT Services agents.
- Onboard 6 fee-earners as pilot users.
- Two pilot clients per agent.
- Weekly partner review of every draft.
- Document 5 case studies for internal training.
Phase 2 — Scale
- Add Internal Audit, Bookkeeping, Corporate Tax, Client Management.
- Roll out to all 4 offices.
- Train all managers & seniors (4 half-day sessions).
- Switch on Daily & Weekly Briefs.
- Quarterly KPI review.
Phase 3 — Embed
- Activate Advisors-side agents: DD, Valuation, Feasibility, Mgmt Consulting, VAT Advisory.
- Upgrade 8 stub SMEs to active (TP, ESR/UBO, AML, Engagement Workflow, Document Control, IT & Tools, Recruitment, Training).
- Integrate with practice-management system.
- Annual external review of prompt library and knowledge base.
KPIs & success metrics
Reviewed monthly by the Operations Partner; reported quarterly to the Managing Partner.
Appendix — open every agent
Each agent has a dedicated visual page with its full infographic, process flow and case study. Click any card to open.
Eight more agents waiting to be activated
The 12 agents above are the active set. Eight further specialist agents are stubs that can be upgraded into full pages as the firm's needs evolve:
- Transfer Pricing · Master File / Local File scoping, Disclosure Form
- ESR / UBO · Cabinet Resolutions 57 & 58 of 2020 filings
- AML Compliance · DNFBP framework, goAML, SACM enrolment
- Engagement Workflow · capacity planning, scheduling, time recovery
- Document Control · firm-wide file structure, retention, audit trail
- IT & Tools · tenant administration, system access, exit controls
- Recruitment · job descriptions, candidate screening, interview kits
- Training & CPD · learning plans, CPD logging, ISA & UAE CT refreshers