Kollect*AI GPT, Agentic Enterprise LLM for Operations
Accuracy
Governance
Traceability
Trust

From data queries to instant insight.
One AI assistant.

An agent-based, context-aware large language model platform purpose-built for collections, recovery, receivables, and operational analytics teams, powered by Kollect*AI GPT.

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Description of image
Natural Language
Querying
Predictive
Analytics
Real-Time
Insights
+42% Efficiency
4.9 Rating
Kollect*GPT
Online
AI CHAT
Show me broken PTPs this month
Found 1,206 broken PTPs across 4 products. Cards: 42% recovery probability. Mortgages: 78%.
Which segment to prioritise?
1,247
Queries
94%
Accuracy
0.4s
Avg Reply
Overview

For operations teams, analytics is no longer a request.
It's a conversation.

Across collections, recovery, and receivables, the gap between asking a question and acting on the answer has been the slowest part of the day. Kollect*AI GPT closes it. Ask in plain English, get structured insights, predictive scores, and treatment recommendations grounded in your own operational data.

71%
Of Malaysian banks now operate at least one AI application (up from 56% a year earlier)
Source: Bank Negara Malaysia, AI Survey 2024
42%
Of analyst time recovered when natural-language queries replace manual report builds
Illustrative · Kollect benchmark
24/7
Always-on access to insights, with every query, source, and output logged for traceability
Self-healing query generation
Why AI GPT, Why Now

Six bottlenecks slowing down every analytics team right now.

From siloed data warehouses to the long queue between business question and answer, the operational reality of analytics has changed. The systems supporting it, in many institutions, have not.

01

The IT bottleneck

Every business question becomes a ticket. SQL requests pile up with the data team. By the time the report lands, the moment to act has passed.

02

Reactive reporting

Dashboards show what happened last week. They rarely flag what is about to happen. Without predictive layers, recovery teams chase yesterday's problems.

03

Inconsistent definitions

"Broken PTP" means three different things in three different reports. Manual reconciliation eats hours that should go to action.

04

No traceable AI

Black-box models give answers without sources. Compliance, audit, and risk teams cannot stand behind a number they cannot explain.

05

Disconnected operations

Voice bots, dialers, and collections systems each generate their own logs. Without a unified analytics layer, learning loops stay broken.

06

Governance gaps

BNM expects responsible AI adoption with structured access control, monitoring, and human oversight. Most pilot tools were not built for that bar.

Recognise these bottlenecks in your operation? Let's discuss how Kollect*AI GPT addresses them.
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Malaysian Context

Malaysian banks are past the pilot stage. They are shipping AI.

Bank Negara Malaysia's AI Survey 2024 found that 71% of Malaysian banks and development financial institutions had at least one AI application in production by year-end 2024, up from 56% the year before. The shift from awareness to deployment is happening in plain sight.

BNM's 2025 Discussion Paper on AI in the Financial Sector, alongside the industry's first AI Governance Framework led by AICB and ABM, sets out the bar: responsible adoption, structured oversight, and traceable outcomes. Kollect*AI GPT was designed against that bar.

Source: Bank Negara Malaysia, Discussion Paper on Artificial Intelligence in the Malaysian Financial Sector (Aug 2025); BNM AI Survey 2024

71%
Malaysian banks running AI in production
Source: Bank Negara Malaysia, AI Survey 2024
Readiness Check

Is your team ready for AI-powered analytics?

Six quick questions on data, workflows, and governance. No data leaves your browser. At the end you'll see where Kollect*AI GPT can help most.

Question 1 of 6
,
Readiness Score / 24

Your AI Readiness Profile

,

Where to start
Retake check

One AI assistant.
Six capabilities.
Built for Operations.

Real-Time Insights & Dashboards
AI-Powered Predictive Analytics
Natural Language Querying
Multi-Model Intelligence
Three Pillars: Accuracy, Governance, Traceability
Use-Case Library Across Operations
Introducing Kollect*AI GPT

An agentic, context-aware enterprise LLM for operations.

Kollect*AI GPT is Kollect's agent-based, context-aware large language model platform, designed specifically for collections, recovery, receivables, and operational analytics environments.

It enables natural-language querying, real-time dashboards, automated report generation, predictive analytics, risk and payment probability scoring, and treatment recommendations, all grounded in your operational data and learning continuously from outcomes.

Whether your operation is still "reactive" or already moving toward "predictive," Kollect*AI GPT integrates tightly with Kollect*Apps for Lenders and other Kollect platforms, so call outcomes, transcripts, classifications, and notes flow into one unified history for centralised analytics.

Who It's For

Built for every operations team that asks questions of data.

Kollect*AI GPT serves business users and operational teams across lending, finance, and collections, no SQL required.

Banks & Lenders

  • Collections Operations
  • Recovery & Legal
  • Risk & Compliance
  • Cards & Consumer

Finance & Receivables

  • Cash Flow Management
  • AR Operations
  • e-Invoicing Teams
  • Treasury

Operations Analysts

  • Business Analysts
  • Reporting Teams
  • Data Citizens
  • Process Owners

C-Suite & Leadership

  • CEO & Board Reports
  • CFO Dashboards
  • CRO & Risk Heads
  • COO Operations

Compliance & Audit

  • Internal Audit
  • Regulatory Reporting
  • AI Governance
  • Data Stewardship

Field Teams

  • Collectors & Supervisors
  • Call Centre Agents
  • Recovery Officers
  • Repo & Legal Officers

Integrates with the Kollect platform and leading core banking systems

The 6 Capabilities

From question to action, in one assistant.

Each capability stands on its own and combines with the others to turn raw operational data into structured, traceable, and predictive insight. Click any tab to explore.

Capability 01 of 06

Real-Time Insights

Dynamic dashboards, automated reports, live alerts
  • Dynamic dashboards that refresh as your operational data updates
  • Automated report generation, daily, weekly, monthly, on demand
  • Trend analysis with proactive alerts on outliers and shifts
  • Performance metrics tracking across products, portfolios, and teams
  • Drill-down from headline number to underlying customer-level detail
  • Instant export to PDF, Excel, or sharing as a structured Slack/email summary
Who benefits

Operations leaders, supervisors, and reporting teams who currently wait on Monday-morning reports. For organisations where the gap between question and answer is measured in days, not minutes.

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LIVE
Capability 02 of 06

AI-Powered Analytics

Prediction, scoring, and forecasting on your data
  • Payment probability prediction at account and customer level
  • Customer risk scoring using historical default and behavioural data
  • Recommended collection strategy and treatment approach by segment
  • Promise-To-Pay (PTP) success forecasting with confidence intervals
  • Early warning signals for accounts at risk of becoming overdue
  • Continuous learning from outcomes to refine future predictions
Who benefits

Risk managers, recovery strategists, and operations heads who need to move from reactive collections to predictive intervention. Built for institutions ready to layer AI scoring on top of their existing portfolios.

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87%
Capability 03 of 06

Natural Language Querying

Ask in English. Get structured answers.
  • Type questions like "Show me broken PTP for this month" in plain English
  • The agent translates natural language into SQL, runs it, and returns formatted results
  • Bilingual support across collections, recovery, and finance terminology
  • Follow-up questions remembered in context, no need to repeat scope
  • Self-healing query generation when initial syntax misses the target
  • Results returned as tables, charts, narratives, or recommended next steps
Who benefits

Business users and operational teams without SQL skills. Anyone who has ever waited days for a "quick data pull" from the analytics team can ask the question themselves and act on the answer in the same hour.

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Capability 04 of 06

Multi-Model Intelligence

Right model for the right task
  • Llama-based primary models for natural language understanding and generation
  • Specialised models for query generation, classification, and summarisation
  • Self-healing query layer when initial generation needs refinement
  • Model routing based on task complexity, sensitivity, and latency needs
  • On-premise or hybrid deployment options for data residency requirements
  • Continuous evaluation against operational outcomes, not just benchmarks
Who benefits

CTOs, heads of data, and AI/ML leads at lenders and finance organisations who need flexibility on model choice, deployment topology, and data residency. For institutions where one-size-fits-all AI does not pass the architecture review.

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AIM1M2M3M4
Capability 05 of 06

Three Pillars of Trust

Accuracy. Governance. Traceability.
  • Accuracy: Every insight grounded in your verified financial and operational data, not the open internet
  • Governance: Enterprise-grade access control, monitoring, and structured data security
  • Traceability: Every interaction, query, and output logged with source attribution for full auditability
  • Aligned with BNM's responsible AI adoption principles and AICB's AI Governance Framework
  • Human-in-the-loop checkpoints for high-stakes recommendations
  • Explainability layer so business users can stand behind every number the assistant produces
Who benefits

Chief Risk Officers, compliance heads, and internal audit teams responsible for AI governance and regulatory readiness. For institutions preparing for BNM's evolving expectations on responsible AI in financial services.

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Capability 06 of 06

Use-Case Library

Six categories of prompts, ready out of the box
  • Basic Collection & Reporting: "Show highest DPD by product", "List broken PTPs in last 6 months"
  • Customer Behaviour & Risk: "Find customers with deteriorating payment trends", "Segment by risk profile"
  • Financial Risk & Loss Forecasting: "Calculate expected credit loss using historical default rates"
  • Machine Learning Insights: "Predict accounts most likely to become overdue", "Identify early warning signals"
  • Comparative & Benchmark Analysis: "Compare this quarter against same quarter last year"
  • Operational Efficiency: "Calculate ROI of collection activities by strategy and DPD bucket"
Who benefits

Every team listed in "Who It's For", from collections supervisors to CFOs. The library gives users a starting point for the questions worth asking, and the assistant grows with them as they explore deeper analysis.

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Want to see Kollect*AI GPT running on your operational data? We'll walk through a tailored demo with prompts from your environment.
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How It All Comes Together

From a question to an answer.

Every prompt flows through the same agentic pipeline. The platform learns from outcomes and feeds them back into future queries through a continuous evaluation layer.

STAGE 01 Question User asks in plain English STAGE 02 Understanding NLP + context awareness STAGE 03 Query Generation SQL with self-healing STAGE 04 Data Retrieval Verified sources only STAGE 05 Insight + Action Recommendation + audit log CONTINUOUS LEARNING LAYER Outcomes feed back into every future query Real outcomes from collections, recovery, and finance refine prediction accuracy and recommendation quality over time
Why Engage with Kollect

Expert AI Automation For Operations.

Almost 3 decades of deep banking, government, receivables, cash flow, and treasury experience, engineered into a single AI-driven platform.

AI-Driven Technology

Agentic LLMs, multi-model intelligence, and self-healing query generation, woven through every interaction with operational data.

Deep Expertise

Decades of banking, government, receivables, cash flow, and treasury knowledge embedded in every prompt template, model choice, and output format.

Committed People

Dedication, innovation, and commitment as integral attributes, focused teams that deliver value, not just software.

Flexible Engagement

Engage as SaaS, on-premise, or hybrid. The choice depends on your data residency, latency, and governance requirements.

Ready to transform workflows with Kollect*AI GPT?

Schedule a consultation. We'll walk through your current voice operations, identify the highest-value automation candidates, and show you what your contact centre could look like with conversational AI in the loop.

Email:info@kollect.biz
Phone:+603 8605 3378
Whatsapp:+6016-213 9873
Office Hours
Monday – Friday
9:00 AM – 6:00 PM (MYT, GMT+8)
We respond within 1 working day.

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