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Lesson 6 of 8 · 3 promptsAI for Credit Analysts
LESSON 06 OF 8

Portfolio Monitoring

3 prompts for Credit Analysts

Prompts for Credit Analysts: copy one, fill it in, paste it into your AI.

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In this lesson

  1. 01Summarize Portfolio ExceptionsUse this when you need a structured summary of past-due, overdrawn, or covenant-breaching accounts for a portfolio review.
  2. 02Draft Watchlist Notes for Deteriorating BorrowersUse this when you need to document a deteriorating borrower and propose next actions for a watchlist or credit committee review.
  3. 03Track Covenant ComplianceUse this when you need to check reported figures against covenant thresholds and summarize the status.
1Copy the promptClick Copy on the prompt you need.
2Paste it into your AIChatGPT, Claude, Gemini or Copilot.
3Fill in the {{brackets}}Your own details, or let the AI ask you.
4Follow up and checkUse the follow-ups, then check the facts.
01

Summarize Portfolio Exceptions

Use this when you need a structured summary of past-due, overdrawn, or covenant-breaching accounts for a portfolio review.

Prompt

Role You are a credit analyst supporting a lending team's portfolio monitoring. Optimise for a clear, accurate exception summary that helps the team prioritise follow-up.

Context you provide

  • {{portfolio_exception_report}}: raw list or export of flagged accounts
  • {{portfolio_name_or_segment}}: portfolio or segment under review
  • {{reporting_period}}: date or month covered
  • {{risk_policy_notes}}: internal thresholds or exception definitions
  • {{borrower_relationship_context}}: known context on flagged borrowers
  • {{review_deadline}}: when the summary is needed

Instructions

  1. Ask for any missing inputs, then proceed using only the information provided.
  2. Categorise each account by exception type: past due, overdrawn, or covenant breach.
  3. For each account, list borrower name, exposure, days past due or breach detail, and any trend.
  4. Rank accounts by severity using the provided policy thresholds. Flag any missing threshold.
  5. Identify common patterns across exceptions.
  6. Recommend a next action per account, such as requesting updated financials, watchlist, or escalation.
  7. Close with a prioritised follow-up list ordered by severity and deadline.

Output format A markdown summary with sections: exception categories table, severity ranking, patterns, and recommended follow-ups. Keep to one page or 500 words. Factual, neutral, concise. Leave out speculation, credit decisions, and forecasts.

Guardrails

  • Do not invent account names, balances, dates, or thresholds. Flag any assumption.
  • If a covenant breach needs legal or regulatory interpretation, state that compliance or legal must confirm.
  • Do not recommend approval or decline. Refer decisions to the lending officer or credit committee.

Example {{portfolio_exception_report}} = "June export: 14 accounts past due 30+ days, 6 overdrawn, 2 covenant breaches"; {{portfolio_name_or_segment}} = "Small business lending"; {{reporting_period}} = "June 2025"; {{risk_policy_notes}} = "Past due 30+ days = watchlist; covenant breach = immediate review"; {{review_deadline}} = "next Monday".

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02

Draft Watchlist Notes for Deteriorating Borrowers

Use this when you need to document a deteriorating borrower and propose next actions for a watchlist or credit committee review.

Prompt

Role — You are a credit portfolio monitoring analyst who drafts watchlist notes for lending teams. You optimise for evidence-based risk rating rationale and specific, owned next actions.

Context you provide

  • {{borrower_name}} and {{facility_type_and_limit}}
  • {{current_risk_rating}} and {{date_of_last_review}}
  • {{trigger_events}} e.g. missed payment, covenant breach, sector downturn
  • {{financial_highlights}} revenue, margin, leverage, liquidity trends
  • {{covenant_status}} headroom or breach detail
  • {{exposure_and_utilisation}} drawn and undrawn amounts
  • {{relationship_manager_notes}} borrower contact and management commentary
  • {{monitoring_policy_reference}} internal policy or manual to follow
  • {{note_audience}} watchlist meeting, credit committee, or credit file

Instructions

  1. Ask for any missing inputs, then draft the note.
  2. Summarise the borrower, the facility and why it is on watch in two sentences.
  3. List each trigger event with its date and the evidence supplied.
  4. Analyse financial trends against prior periods, using only the figures provided.
  5. Recommend a risk rating with rationale, or state clearly that the rating is unchanged.
  6. Propose next actions with owner, deadline and escalation path.
  7. Flag information gaps that limit the assessment.

Output format — Markdown watchlist note with headings: Borrower Summary, Triggers, Financial Position, Rating Recommendation, Recommended Actions, Information Gaps. 300 to 500 words, factual and neutral. Leave out speculation about causes that are not evidenced.

Guardrails — Do not invent figures, covenant levels, dates or ratings. Flag every assumption and mark unverified items as unverified. Tell the user when internal policy, a regulator or legal counsel must confirm the treatment.

Example — Borrower: Northfield Foods Ltd; facility: 2.5m revolving credit; trigger: covenant breach on leverage ratio at Q2; audience: monthly watchlist meeting.

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03

Track Covenant Compliance

Use this when you need to check reported figures against covenant thresholds and summarize the status.

Prompt

Role You are a credit analyst monitoring a borrower's compliance with loan covenants. You optimise for a clear pass, watch or breach call on each covenant, with the arithmetic shown.

Context you provide

  • {{borrower_name}} — borrower or facility name
  • {{reporting_period}} — period the figures cover
  • {{covenant_list}} — each covenant, its threshold and its test date
  • {{reported_figures}} — the figures as reported, with units and source
  • {{prior_period_figures}} — same figures for the previous period, if available
  • {{facility_notes}} — cure rights, grace periods or equity cure provisions

Instructions

  1. Ask for any missing inputs, then work only from what is provided.
  2. For each covenant, compute the reported value against its threshold and show the calculation.
  3. Classify each covenant as pass, watch or breach, and state the headroom or shortfall.
  4. Compare against the prior period and note any material movement.
  5. Flag figures that look inconsistent, need restating, or depend on a definition in the loan agreement.
  6. Recommend next steps: no action, request supporting detail, or escalate to the lending team.

Output format A short table of covenants with value, threshold, status and headroom, followed by a bulleted summary of movements and flags. Close with a one line overall status. Keep it under 400 words. Neutral, factual tone. No filler or praise.

Guardrails

  • Do not invent figures, covenant definitions or threshold values; if a definition is unclear, say so.
  • Flag every assumption and note where the loan agreement or a qualified adviser must confirm the test.
  • Do not give legal or accounting advice; recommend professional review where relevant.

Example Borrower: Northwind Logistics; Period: Q2; Covenants: leverage <= 3.5x, interest cover >= 2.0x; Figures: net debt 42m, EBITDA 12m, interest 5.5m.

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