AI Automation Outsourcing Due Diligence Checklist for UK and European Employers

An AI automation outsourcing due diligence checklist should assess the supplier, the assigned practitioner, the proposed technology and data flows, and the employment arrangement separately. Before granting production access, verify who will do the work, test their ability on a realistic workflow, establish ownership and agree how maintenance and exit will work. A polished presentation or platform certification does not answer those questions.

Start with a written use case and acceptance test. An internal notification workflow needs different controls from an agent that reads customer records, changes CRM data or initiates payments. This checklist is for UK and European employers considering a Philippine automation specialist or AI developer; many checks also apply to agencies and software vendors.

Define the problem before assessing a provider

• Describe the current process, its owner, inputs, decisions, exceptions and downstream systems. Do not begin with a preferred tool.
• State the permitted outcome: recommend an action, prepare a draft, update a record or execute a consequential step. Assign approval responsibilities.
• Define acceptance evidence: duplicate prevention, error alerts, usable logs, documentation and a successful recovery exercise.
• Classify the data involved, including customer, employee, financial, health, authentication and commercially confidential information.
• Record expected usage and failure conditions, including expired credentials, malformed inputs, unavailable APIs, inaccurate model output and partial execution.

Distinguish the outsourcing model

The model changes what you are buying. An agency may own delivery against a statement of work; an embedded specialist usually works inside your backlog, accounts and engineering controls. Compare who monitors failures after launch. The pricing-model guide explains how project fees, retainers and staffing arrangements allocate responsibility.

How Borderless Recruit helps

Borderless Recruit supplies dedicated, full-time Philippine specialists who work only for your company during your UK or European business hours. It handles sourcing, practical vetting, local employment contracts, payroll and HR. The all-inclusive monthly client fee for an automation specialist starts from £990 / €1,150 ($1,300).

Verify the supplier and assigned practitioner

Company references and security documents do not establish that the assigned person can build reliable workflows. Obtain the supplier’s legal identity, contracting entity, relevant insurance, continuity arrangements and subcontractor information. Ask reference contacts who performed the work and how failures and handovers were handled.

• Ask how the supplier verifies identity, employment history and references. Request proportionate confirmation rather than unnecessary copies of passports or payroll records.
• Ask the candidate to demonstrate a workflow or repository they are authorised to share and explain their contribution. Screenshots alone do not prove authorship.
• Assess English communication through an architecture discussion, a written incident update and an explanation for a non-technical process owner.
• Match screening to the access involved. Production access needs closer scrutiny than an exercise using synthetic data.
• Confirm whether subcontracting requires approval and how you will be informed if the assigned practitioner changes.

Use a practical assessment with deliberate failures

Use a paid, time-boxed exercise with synthetic data and no production credentials. Illustrative task: receive a signed webhook, validate its payload, look up or create a CRM contact, call an LLM to classify the enquiry, route uncertain results for human review and record failures for controlled replay.

Replay the same webhook, then simulate a CRM request that succeeds but returns a timeout. Ask the candidate to prevent duplicate writes and show how an operator would resolve an uncertain outcome. Include an enquiry containing instructions to ignore the classification task: it should remain untrusted input, not gain control over the workflow.

Use the same brief and assessment criteria across candidates. Ask them to explain what they would change before production, including how to avoid retrying non-repeatable actions. For retrieval or tool-using agents, adapt the AI agent developer skills test to the proposed system.

Map data protection and international transfers

Keeping a database in the UK does not settle the transfer question. Making personal information accessible to a separate organisation in the Philippines can be a restricted transfer. Map the legal entities, their roles and the access being granted before choosing a mechanism. The ICO’s international-transfer guidance explains when the UK rules apply.

For UK restricted transfers, identify applicable adequacy regulations, appropriate safeguards or a valid exception. If relying on safeguards such as the UK International Data Transfer Agreement or Addendum, complete the required transfer risk assessment and implement any additional protections. See the ICO’s brief guide. For EU personal data, assess the relevant EU GDPR transfer mechanism separately using the European Commission’s guidance.

• Draw the data path through the automation platform, CRM, model provider, logs, backups and support tools.
• Record what each recipient receives, why it is needed, where it is accessible and when it is deleted.
• Check whether prompts, files, embeddings or outputs can be used for training or product improvement under the actual account settings and contract.
• Have the relevant data-processing terms reviewed, including subprocessors, security, incident notification, assistance and deletion.
• Test export and deletion, including how retained backups are handled. Reassess when a provider, data category or access arrangement changes.

Inspect accounts, credentials and the remote environment

Issue client-controlled identities with least privilege and multi-factor authentication. Store secrets in an approved vault or platform credential store. Separate test and production environments, and avoid recording sensitive payloads unnecessarily in logs. These checks align with the NCSC’s supplier-assurance questions.

• Inventory accounts and credentials, including their owner, permissions and revocation process.
• Agree device encryption, patching, supported software and secure remote-access requirements.
• Name the incident contacts and decide who can disable a workflow or revoke access.
• Prohibit shared personal accounts, unapproved AI tools and undisclosed subcontractors.
• Request evidence of controls, such as a permissions review or recovery demonstration, rather than accepting blanket security claims.

Assess model behaviour and human oversight

Record approved models, permitted inputs, known limitations and fallback behaviour. Test ambiguous, malicious, multilingual and out-of-scope inputs. Constrain the records and actions an agent can access. For consequential actions, ensure the approver sees the proposed change and relevant evidence before execution.

Check whether the system’s purpose and your role bring it within the EU AI Act, including applicable AI-literacy and transparency obligations. Requirements apply in stages: use the European Commission’s implementation timeline to identify the relevant provisions. A supplier’s general compliance statement does not establish whether your particular deployment meets them.

Confirm ownership, cost and employment responsibility

The contract should assign ownership or sufficient usage rights for workflows, source code, prompts, tests and documentation. List pre-existing supplier components, open-source dependencies and platform restrictions separately. Keep repositories, billing accounts and production credentials under client control. Use the automation outsourcing contract checklist to review the detail.

Compare the total monthly client fee with the fully loaded cost of a local hire matched for scope and seniority. Do not compare a machine learning engineer’s salary with the fee for a workflow automation role. Ask finance to include employer contributions, benefits, recruitment, equipment and any additional cover required, without double-counting costs already included in salary.

For UK budgeting, employer National Insurance is generally charged at 15% above the applicable secondary threshold. The usual auto-enrolment minimum employer pension contribution is 3% of qualifying earnings; the scheme’s earnings basis matters. For European hires, obtain a country-specific payroll estimate rather than applying UK assumptions.

• Ask what the staffing fee includes and whether taxes or other charges apply.
• Budget separately for platform licences, model usage, hosting and monitoring unless expressly included.
• Confirm whether maintenance, out-of-hours incidents and handover assistance fall within the agreed scope.
• Identify the legal employer, payroll responsibilities, statutory benefits, supervision and replacement terms.

If comparing UK contractors working through their own intermediary, assess off-payroll working responsibilities. These depend on the arrangement and client circumstances; small private-sector clients are treated differently from larger clients. Use HMRC’s IR35 guidance before treating a day rate as the complete engagement cost.

Agree the operating model before production access

The Philippine specialist works an aligned shift to cover your UK or European business hours. The Philippines does not observe daylight saving, so specify how the shift follows seasonal clock changes in your market. Agree absence cover and emergency support separately from the normal working window.

Turn the checklist into an approval decision

Keep an evidence register with columns for the control, evidence location, reviewer, unresolved issue and decision. A supplier’s statement is a starting point; a contract, configuration review or observed test provides stronger evidence. Assign business acceptance to the process owner and technical acceptance to a competent reviewer, with privacy input where needed.

• Hold production access if the practitioner is unnamed, practical capability is unproven or privileged accounts cannot be revoked.
• Hold personal-data access until the data flows and applicable transfer arrangements have been assessed.
• Require remediation and retesting where duplicate prevention, failure alerts or recovery procedures fail.
• Record residual risks, their owner and any agreed operating restrictions before release.

Repeat relevant checks when the practitioner, model, integration or data access changes. Build assurance and follow-up into supplier management, consistent with the NCSC’s guidance on checking arrangements. Keep approval evidence alongside the workflow documentation so the next reviewer can see why access was granted.