AInora
London - United Kingdom - 2026

AI Debt Collection in London

Voice AI for City lenders, BPO collectors, private banks and BNPL operators. FCA Consumer Duty, CONC Handbook, ICO and SMCR-grade evidencing on every call.

AI debt collection in London is voice AI software that contacts UK consumers in arrears, runs affordability conversations, proposes CONC-compliant forbearance, escalates vulnerable cases to a human specialist, and produces a fully transcribed audit trail aligned to FCA, ICO and Financial Ombudsman Service evidencing requirements - configured for the City's concentration of head-office lenders, BPO collectors and high-net-worth retail banking. Hear it live: call +1 (332) 241-0221 (Emily, Crown Recovery Services) to test a UK collections agent in 60 seconds, no signup.

~50%

of UK financial and insurance services gross value added is concentrated in London, per ONS regional GVA statistics.

23%

of London residents reported a main language other than English (ONS Census 2021), the highest proportion of any UK region.

3-4x

higher problem-debt rate among people with mental-health problems, per the Money and Mental Health Policy Institute.

Sources: ONS regional GVA, ONS Census 2021, Money and Mental Health Policy Institute, FCA register.

VendorVoice approachUK conduct fitVulnerability handlingDeploymentBest for
AINORABespoke per portfolioCONC + Consumer Duty native, London-deployableReal-time sentiment + four-driver escalationInside firm or BPO environmentLondon-headquartered lenders and City BPO collectors
Skit.aiGeneric SaaS voiceUS-first, limited UK deploymentStandard scriptsVendor cloudHigh-volume US portfolios
InDebtedDigital-first messagingUK-active, FCA-awareHardship workflows on digital channelsVendor platformBNPL and digital-native portfolios
ProdigalAgent-assist plus voiceUS-firstQA scoring on humansVendor cloudAugmenting US human teams
TrueAccordEmail and SMS-ledUS-onlyDecision-engine routingVendor platformUS digital-only collections
VodexOutbound voiceLimited UK referencesBasic sentimentVendor cloudHigh-volume outbound campaigns

Transparency note: AINORA appears in this comparison. We have written each row evenly. Verify each criterion with the vendor before deciding.

PRIN 2A
FCA Consumer Duty
Source: FCA
CONC 7
Arrears handbook
Source: FCA Handbook
~58%
Vulnerable customers undisclosed
Source: FCA Financial Lives
ONS
Greater London household income
Source: ONS

Why London is different from the wider UK

Four City clusters that produce collections patterns you do not see at the same density anywhere else in the UK.

London cluster

Lombard Street and Bishopsgate retail banks

The City of London houses the head offices of Lloyds Banking Group, Barclays, NatWest Group, HSBC UK and Santander UK. Their unsecured collections operations call millions of London residents every year. Voice AI absorbs the high-volume early-arrears stage where rule-driven dialogue beats human variability, while complex cases route to specialist advisers in Edinburgh, Leeds and Manchester service centres.

London cluster

Canary Wharf wholesale and corporate finance

Wharf-based investment and corporate banks rarely run consumer collections, but their wealth divisions and private banking arms do. Premium banking arrears require a softer pace, deferred-payment options that respect long-standing client relationships, and a hand-off pathway to a named relationship director. The AI is configured per portfolio so the language used to a Coutts-grade client differs from the language used to a high-street card customer.

London cluster

City-of-London-based BPO collectors

Lowell Group, Cabot Credit Management, Intrum UK and PRA Group operate substantial London teams alongside their northern English service hubs. Voice AI is deployed inside the BPO's environment with the principal's SMCR oversight, so the originating lender retains line of sight via shared transcripts and outcome MI. CONC 7.13 outsourcing supervision is satisfied without the principal having to staff a parallel call-listening function.

London cluster

BNPL and fintech London headquarters

Klarna UK, Clearpay, Zilch, Monzo, Starling and Revolut are all London-headquartered. With BNPL moving inside the FCA perimeter in 2026 under the Treasury's confirmed timetable, the early-arrears function will sit under CONC 7 for the first time. Voice AI fits the BNPL profile of large, low-balance, communication-light portfolios where cost-per-contact economics determine whether the function breaks even.

London-specific regulatory nuances

On top of the UK-wide rules, London-headquartered firms experience their supervisors and complaint handlers as a physically present community in a small geographic area. That changes the practical bar on conduct evidencing.

FCA Stratford Place and PRA supervisory proximity

The FCA is headquartered at 12 Endeavour Square in Stratford, with the PRA at 20 Moorgate inside the City. London-headquartered firms are physically closest to their lead supervisors, which often translates into more frequent supervisory engagement, on-site visits, and skilled-persons reviews under section 166 FSMA. Voice AI gives those firms full-population transcripts to hand over rather than a sample of human-listened calls.

Telephone Preference Service (TPS) - the UK Bloctel-equivalent

TPS is the UK's opt-out register for unsolicited live sales calls, operated under the Privacy and Electronic Communications Regulations 2003 (PECR). Collections calls about an existing customer relationship are not within scope of the TPS prohibition, but London-based collectors operating mixed sales-and-recovery teams must keep the boundary clean. The AI is configured to suppress any call into TPS-registered numbers where the call could be construed as marketing-flavoured rather than purely contractual.

Financial Ombudsman Service routing through London E14

The Financial Ombudsman Service is based at Exchange Tower, Harbour Exchange Square in London E14. London-headquartered firms see their FOS files go through the same building as their senior supervision contacts, which raises the bar on consistency between what a firm says about its conduct and what its transcripts show. AI-generated transcripts give the FOS adjudicator a verbatim record rather than a paraphrased call note.

High-net-worth retail collection patterns

London hosts the largest concentration of private-bank and wealth-segment retail customers in the UK. The Wealth and Personal Banking arms of HSBC, Coutts (NatWest Group), Barclays Private Bank and Lloyds Private Banking handle clients whose collections calls require a different register. The voice AI routes these portfolios through a separate dialogue tree, with longer pauses, no harassing call frequency, and an immediate hand-off to a relationship director on any sign of friction.

Sources: ONS regional GVA, FCA register at fca.org.uk, ICO PECR guidance, Financial Ombudsman Service annual review.

FCA Consumer Duty: four outcomes in the London context

PRIN 2A applies in full to collections journeys. The voice AI is configured to evidence each of the four outcomes on every call - calibrated to London's linguistic diversity, premium banking segment, and BPO outsourcing structures.

Consumer Duty outcome

Products and services

A London-based lender operating across retail unsecured credit, premium banking and motor finance must show that each portfolio has a journey designed for its target customer base. The voice AI is configured per portfolio: a Klarna-style BNPL early-arrears call uses different language to a Coutts premium banking arrears call. The journey is documented, version-controlled and reviewable by the firm's board.

Consumer Duty outcome

Price and value

Under PRIN 2A.4, the firm must show that fees and charges applied during collection deliver fair value. The voice AI logs every fee disclosure verbatim - default sums, contractual interest, late-payment fees - so the audit trail evidences fair-value reasoning rather than relying on a London call-floor team to remember what they said.

Consumer Duty outcome

Consumer understanding

The customer must understand the communication. With around 23 per cent of Londoners speaking a main language other than English (ONS Census 2021), plain-English delivery and on-demand repetition matter more in London than in many other UK regions. The AI paces dialogue, offers to repeat affordability questions, and captures every disclosure in the transcript for Compliance Monitoring sampling.

Consumer Duty outcome

Consumer support

A firm must not put unreasonable barriers between the customer and a human specialist. Voice AI offers human hand-off at any point and always escalates on vulnerability detection. Hold times, drop rates and human-hand-off success rates are reported back to senior managers under SMCR. London-headquartered firms with global supervisory exposure benefit from MI that holds up to PRA, FCA, FOS and parent-group scrutiny in one consistent format.

PRA-regulated firms HQ'd in London and their supervisory tempo

The PRA (Prudential Regulation Authority) at 20 Moorgate inside the City supervises the major UK banks - HSBC, Barclays, Lloyds Banking Group, NatWest Group, Santander UK, Standard Chartered. Their consumer-credit subsidiaries fall under FCA conduct supervision while the parent prudential regime sits with the PRA. London-headquartered groups face dual-regulator supervisory engagement, which raises the bar on consistency between conduct MI and prudential MI.

Voice AI gives those firms full-population conduct MI that aligns cleanly with the prudential picture. Senior managers under SMCR can produce reasonable-steps evidence in front of either regulator without scrambling for QA samples. For City BPO collectors that run mandates from PRA-regulated principals, the same evidencing discipline cascades into the outsourcing arrangement under CONC 7.13.

Sources: FCA PRIN 2A, PRA Rulebook, Bank of England Annual Report, FCA Consumer Duty rules and guidance at fca.org.uk/firms/consumer-duty.

CONC Handbook: arrears, default and recovery

CONC 7 governs UK collections. The voice AI is configured against each relevant section, with the dialler, the dialogue tree and the data flow all enforcing the rules at platform level.

CONC 7.3 - Forbearance and due consideration

CONC 7.3.4R requires lenders to treat customers in default fairly and consider forbearance. The voice AI is configured to offer affordability assessment, payment holidays, reduced payment plans, and signposting to free debt advice (Citizens Advice, StepChange, National Debtline) before any escalation. Citizens Advice operates dedicated London bureaux across all 33 boroughs, which the AI references where the customer asks for in-person help.

CONC 7.9 - Contact frequency and quiet hours

CONC 7.9 limits how often and when a firm may contact a customer. The voice AI honours dialler caps, suppression flags, do-not-contact preferences and quiet hours by default. For London-based collectors, the configuration is owned by the SMF holder for collections under SMCR, not by the agent on the floor, removing the historic compliance gap where humans dialled outside the window.

CONC 7.13 - Data accuracy and outsourcing

CONC 7.13 requires collections data to be accurate and any outsourcing to be supervised. London-headquartered principals using City-of-London-based BPO collectors satisfy this rule by deploying the AI inside the supervisor's environment and streaming outcomes back to the principal's system of record in real time. The originating lender retains line of sight without staffing a parallel call-listening function.

CONC 7.14 - Settlements and the FOS evidence pack

CONC 7.14 governs settlement offers and the disclosure required when a discount is offered. The voice AI generates settlement offers from a pre-approved matrix only and reads the standard settlement disclosure verbatim. Because the Financial Ombudsman Service is London-based at Exchange Tower, the transcript that becomes the evidence pack is reviewed in the same city by the same supervisory community, raising the consistency bar on what firms say versus what they do.

Source: FCA CONC Handbook at handbook.fca.org.uk/handbook/CONC.pdf, FCA register at fca.org.uk.

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Five London-specific use cases for voice AI

Where voice AI delivers the strongest economics and the strongest regulatory evidencing in the City lending market.

City-based BPO collectors (Lowell, Cabot, Intrum, PRA)

The major London-active debt purchasers and contingent collectors run mixed UK estates with concentrations of London consumer debtors. Voice AI absorbs the rule-driven first-touch and second-touch contact, captures affordability information aligned to the StepChange common financial statement, proposes CONC 7.14-compliant settlements from a pre-approved matrix, and escalates vulnerable cases. The principal lender retains line of sight via shared transcripts under CONC 7.13 outsourcing rules.

Buy-to-let landlord rent collection

London hosts the densest buy-to-let market in the UK, with Greater London accounting for a disproportionate share of national private-rental stock. Letting agents and property-management groups face quarterly arrears cycles where voice AI runs the ledger reminder, captures the reason for missed rent, signposts to local authority discretionary housing payments where relevant, and escalates when the tenant flags vulnerability. The output integrates with property-management platforms (Reapit, Goodlord, PayProp) used across the London agency market.

Black-cab driver finance and Hire Purchase agreements

London's licensed taxi fleet (around twenty thousand black cabs serving the Public Carriage Office area) runs largely on Hire Purchase finance from specialist lenders such as Cab Finance and Black Horse. When a driver falls into arrears, the lender must run a CONC-compliant forbearance conversation before any vehicle recovery. The AI conducts the income-and-expenditure call, recognises the seasonality of the trade (Christmas peaks, summer airport runs), and offers payment-holiday matrices the lender has pre-approved.

Premium banking arrears in the wealth segment

Coutts, Barclays Private Bank, Lloyds Private Banking, HSBC Premier and Standard Chartered Private Banking all run London books where arrears are unusual but commercially sensitive. Voice AI uses a softer dialogue tree calibrated to the relationship: longer greetings, named relationship-director references, deferral options that respect liquidity-event timing (sale of a property, maturing investment), and an immediate hand-off the moment the client expresses any preference for a human conversation. SMCR senior managers see the entire conversation log rather than a quality-monitoring sample.

BNPL operations from London HQs (Klarna, Clearpay, Zilch)

Once HM Treasury's 2026 BNPL regulation lands, London-based BNPL operators will absorb a step-change in regulatory expectations. CONC 7 forbearance, signposting to free debt advice (Citizens Advice, StepChange, National Debtline), Consumer Duty fair-value disclosures, and FOS evidencing all become baseline. Voice AI is the only channel that can hold the volume of BNPL early-arrears calls (millions per month at platform scale) while still meeting the CONC bar on every call.

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Phone the AI, push it on London-specific scenarios - a buy-to-let arrears call, a black-cab driver missed payment, a premium banking deferral, a Klarna early-arrears reminder. Test what your customers will actually experience.

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Vulnerability detection: London patterns on top of the four FCA drivers

The FCA Financial Lives Survey reports that around 58 per cent of customers showing vulnerability characteristics did not disclose them to their financial provider. London adds linguistic, labour-market and cost-of-living patterns that the AI is configured to recognise.

Vulnerability driver

Health and mental-health vulnerability

The Money and Mental Health Policy Institute, founded by Martin Lewis, has documented that people experiencing mental-health problems are three to four times more likely to be in problem debt than the general population. The voice AI listens for verbal cues (mention of anxiety, depression, recent diagnosis, hospitalisation, care responsibility) and routes the call into a forbearance branch, slows pace, expresses empathy, and offers a hand-off to a vulnerability-trained specialist. Detected flags are written to the case record per the firm's vulnerability policy.

Vulnerability driver

Life-event vulnerability typical of the London labour market

London's labour market features a high concentration of contractor and gig-economy income (estimated by ONS at well above the UK average for the South East), which produces a distinct life-event vulnerability profile: end-of-contract gaps, deferred bonuses in financial services, redundancy waves in tech and media. The AI recognises these patterns in conversation and offers the firm's tailored forbearance options - payment holidays, reduced-payment plans, signposting to StepChange or Citizens Advice London branches.

Vulnerability driver

Capability vulnerability and London's linguistic diversity

According to ONS Census 2021 data, around 23 per cent of London residents reported a main language other than English, the highest proportion of any UK region. The AI detects fluency cues (long pauses, requests for repetition, self-reported limited English) and either slows pace and simplifies vocabulary, or offers a translated callback in the firm's supported languages. Where the customer nominates a third party to speak on their behalf, the AI routes through the firm's power-of-attorney and authorised-person policy.

Vulnerability driver

Resilience vulnerability and London cost-of-living

Greater London has the highest housing cost burden of any UK region, with private-rental affordability ratios well above the national average per ONS data. Customers with no savings buffer, sole-earner households, and dependent children are disproportionately concentrated in inner-London boroughs. The AI runs the income-and-expenditure conversation gently, never pushes a settlement that would leave the customer worse off, and signposts to free debt advice. Resilience signals feed into senior-management dashboards weekly under the firm's SMCR responsibility map.

Why machine sentiment beats the human baseline in a London call centre

A human collector in a Stratford or Croydon call centre handling several hundred calls a week will not remember every voice tremor, every long pause, every drop in fluency. The voice AI runs sentiment analysis on every utterance and never tires. When a vulnerability driver is detected, the conversation routes into a forbearance branch. The hand-off to a human specialist comes with full context, so the customer does not have to repeat their story.

This is the operational case for AI in London collections that resonates with the senior manager accountable under SMCR: a higher floor on conduct quality, captured on every call, with management information that holds up to FCA supervision in Stratford, FOS scrutiny in E14, and PRA prudential review in Moorgate.

Sources: FCA Financial Lives Survey, Money and Mental Health Policy Institute, ONS Census 2021, ONS labour-market regional statistics, Citizens Advice debt reports.

Compliance built into the AI, not bolted on

UK GDPR, the Data Protection Act 2018 and ICO supervision

Under UK GDPR, the lawful basis for collections contact is typically legitimate interest under Article 6(1)(f) or contractual necessity under Article 6(1)(b). Special category data, such as a health disclosure during a vulnerability conversation, is processed under the relevant Article 9 condition, usually substantial public interest with the appropriate safeguard policy. The voice AI never makes a solely automated decision producing legal effects on the customer, which keeps Article 22 cleanly satisfied. Recommendations for forbearance, settlement, or escalation are surfaced for human review before action.

Recordings, transcripts and metadata follow the firm's retention schedule. Right-to-erasure requests are routed through the firm's standard subject access process. The AI is a software product, not a regulated compliance service: the lawful-basis decision, the retention schedule, and the response to an ICO enforcement notice all sit with the firm and the firm's in-house or external legal advisers. The team at AINORA configures the AI to honour those choices on every call.

For the ICO's guidance on automated decision making and AI, see ico.org.uk.

Senior Managers and Certification Regime in a London context

Under SMCR, a senior manager holds the prescribed responsibility for the firm's collections operation. That responsibility does not move when the firm deploys voice AI; it remains with the human at the top of the function. What changes is the quality of the management information available to that senior manager.

Instead of monthly QA samples on a fraction of calls, the senior manager receives complete-population MI: every disclosure, every forbearance offer, every vulnerability flag, every hand-off to a human, every customer outcome. This is what the FCA expects when it asks how a senior manager has reasonable steps in place. With AI, the reasonable-steps file practically writes itself - and for London-headquartered firms with PRA exposure, the same evidence pack supports prudential reviews without rebuild.

A note on what AINORA is and is not

AINORA is a voice AI product. We build a collections agent calibrated to your portfolio, your platform and your conduct framework. We are not a compliance consultancy, a law firm, or a regulated debt-collection licence holder. The conduct decisions, the lawful basis, the forbearance policies, the settlement matrices and the FOS responses all sit with the firm and the firm's legal and compliance teams.

What we deliver is the voice channel, configured to honour those decisions on every call, with the transcripts and MI that make supervisory engagement a calmer experience.

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Frequently asked questions

AI debt collection in London is voice AI software that contacts UK consumers in arrears, runs identity verification, conducts affordability conversations aligned to the StepChange common financial statement, proposes CONC-compliant forbearance, escalates vulnerable cases to a human specialist, and produces a fully transcribed audit trail. The AI is configured to FCA Consumer Duty (PRIN 2A), the CONC Handbook, ICO data protection, and SMCR senior-manager evidencing. London relevance comes from the concentration of head offices (Lloyds, Barclays, NatWest, HSBC UK, Santander UK), City-based BPO collectors (Lowell, Cabot, Intrum, PRA Group), and the Financial Ombudsman Service routing through Exchange Tower in E14.
London concentrates a disproportionate share of UK financial services activity. The City of London accounted for an outsized fraction of UK financial and insurance services gross value added per ONS regional GVA data, and the FCA register lists London as the registered office for the majority of large authorised consumer-credit firms. London also hosts the largest UK private-rental market, the licensed black-cab fleet, the BNPL headquarters cluster (Klarna UK, Clearpay, Zilch), and the high-net-worth banking segment. These produce London-specific collections patterns - buy-to-let arrears, Hire Purchase on cabs, premium banking arrears, BNPL early-arrears volume - that benefit from a tailored voice AI configuration on top of the UK-wide framework.
Products and services: portfolio-specific journeys configured per cohort, so a Coutts client gets different language to a high-street card customer. Price and value: every fee disclosure logged verbatim. Consumer understanding: plain English with on-demand repetition, important in a city where ONS Census 2021 records around 23 per cent of residents speaking a main language other than English. Consumer support: human hand-off offered at any point and always triggered on vulnerability detection. Senior managers under SMCR receive monthly Consumer Duty MI showing how each outcome is performing across the London book.
The Telephone Preference Service (TPS) is the UK opt-out register for unsolicited live sales calls, operated under the Privacy and Electronic Communications Regulations 2003 (PECR) and overseen by the ICO. Collections calls about an existing customer relationship sit outside the TPS sales prohibition, but mixed sales-and-recovery teams must keep the boundary clean. The voice AI is configured to suppress any call into TPS-registered numbers where the call could be construed as marketing-flavoured rather than contractual recovery. This is the UK functional equivalent of the French Bloctel register.
Yes. CONC 7.13 makes the originating regulated firm responsible for outsourced collections, so when a London BPO collector deploys the AI, the principal retains line of sight through shared MI dashboards, transcripts and outcome reports. This is one of the strongest commercial cases for moving from a black-box dialler to an evidencing-first AI: the principal can review every disclosure, every forbearance offer, and every escalation, rather than trusting QA samples on a small fraction of calls. The team builds the integration to the BPO's case-management platform and the principal's system of record in parallel.
The AI runs real-time sentiment and content analysis on every utterance, looking for the four FCA vulnerability drivers: health, life events, resilience, and capability. The Money and Mental Health Policy Institute has documented that people experiencing mental-health problems are three to four times more likely to be in problem debt. The AI surfaces signals that humans miss - voice tremor, long pauses, mentions of bereavement, drops in fluency. London-specific patterns include end-of-contract gaps in the gig and contractor economy, deferred-bonus volatility in financial services, and the high cost-of-living burden in inner boroughs. Detected flags are written to the case record and route the call into a forbearance branch.
London hosts the densest concentration of private-bank and wealth-segment retail customers in the UK - Coutts (NatWest Group), Barclays Private Bank, Lloyds Private Banking, HSBC Premier, Standard Chartered Private Banking. Arrears in this segment are commercially sensitive: a heavy-handed call risks the entire client relationship. The voice AI uses a softer dialogue tree calibrated to the relationship - longer greetings, named relationship-director references, deferral options that respect liquidity-event timing such as a property sale or a maturing investment, and an immediate hand-off the moment the client expresses any preference for a human conversation.
When a customer indicates dissatisfaction, the AI offers the firm's complaints route, captures the complaint reason, and creates a complaint case in the system of record. It reads the FOS referral wording verbatim where the firm's policy requires it (eight-week final response, six-month FOS window). The transcript becomes the primary evidence document if the case reaches the Financial Ombudsman Service, which is based at Exchange Tower in London E14. Because the AI does not improvise or paraphrase regulatory disclosures, FOS evidence packs are stronger and more consistent than the human-collector baseline. London-headquartered firms see their FOS files reviewed in the same city as their PRA and FCA supervision, which raises the bar on consistency.
HM Treasury confirmed in October 2024 that BNPL providers including Klarna and Clearpay become FCA-regulated in 2026. From the moment the regime is in force, BNPL arrears must be handled under CONC 7 like any other unsecured credit product. That means affordability assessment, forbearance, signposting to free debt advice, dialler caps, and Consumer Duty outcomes evidencing. London is the heart of UK BNPL with Klarna UK, Clearpay, Zilch and digital banks all headquartered in the city. Voice AI is well placed to absorb the volume because BNPL portfolios are large, low average balance, and rule-driven, which is exactly where AI delivers cost-per-contact economics that humans cannot match while still meeting the conduct rules.
London hosts the densest private-rental market in the UK. Letting agents and property-management groups run quarterly arrears cycles where the voice AI handles the ledger reminder, captures the reason for missed rent, signposts to local-authority discretionary housing payments where relevant, and escalates when the tenant flags vulnerability. The AI integrates with property-management platforms used widely across London letting (Reapit, Goodlord, PayProp), and routes vulnerable tenants to Citizens Advice London bureaux which exist in every borough. This is not consumer-credit collection so CONC does not apply directly, but the AI uses the same vulnerability-detection logic and the same evidencing discipline.
Yes. There is no FCA prohibition on automated voice agents in collections. The FCA expects firms to evidence fair customer outcomes regardless of channel, and the AI delivers stronger evidencing than humans because every word is transcribed and time-stamped. The senior manager accountable under SMCR retains overall responsibility, the same as for any third-party-supported collections operation. London-headquartered firms with PRA-supervised parents (the major banks, building societies, large insurers) often find voice AI easier to defend in supervisory engagement than human-only floors because the evidence pack is complete-population rather than QA-sampled.
The fastest route is to phone the live demo: +1 (332) 241-0221. You will speak to a voice AI configured as a UK collections agent. Test the income-and-expenditure conversation, push it on vulnerability scenarios, ask for forbearance, and request a human hand-off. After the demo, book a session with the team at https://ainora.lt/contact and we will share a deployment plan calibrated to your London portfolio mix - whether that is a high-street retail bank, a City BPO collector, a private-bank wealth segment, a buy-to-let portfolio, or a BNPL platform preparing for the 2026 FCA regime.
JB
Justas Butkus

Founder & CEO, AInora

Building AI digital administrators that replace front-desk overhead for service businesses across Europe. Previously built voice AI systems for dental clinics, hotels, and restaurants.

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