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Agent-assisted analytical brief · Public aggregate data · RDY · Demonstration only

Worked example: AI-assisted NHS Talking Therapies public-data briefing

NHS Talking Therapies access and waits brief — RDY provider rows

Public-data demonstration report: This is not an official Dorset HealthCare report. It uses public aggregate data only and requires human review and local owner confirmation before operational use.

What the agent was asked to do

Business question: From public NHS Talking Therapies data for RDY, explain referrals, access and waiting measures, show trends where the time-series extract supports them, and list what outcome analysis would require.

Dataset: NHS Talking Therapies Monthly Statistics (RDY provider rows)

This is a first-draft analytical brief for human review — not an approved performance report.

Scope: Provider / RDY rows only — not Dorset population or ICB-resident views.

Data used

What this report can and cannot tell us

This report can:

This report cannot:

For that reason, this should be treated as a first-draft prompt for review, not a final performance judgement.

Headline reading

  • Six-week access (M053) remains above the 75% national standard at 88%, but the selected trend window shows a falling pattern — review before it becomes a breach risk.
  • Self-referrals (M002: 1,370) account for ~75% of referrals (M001) — confirm whether this route mix is expected locally.
  • Open referrals with no activity: M019–M021 total 5,870; M019–M022 total 6,780 (including 910 over 120 days).
  • Six available monthly data points: Aug 2025 – Apr 2026 (non-consecutive months in extract)
  • This brief covers access and waits only — recovery and outcome measures need a separate analysis.

Priority review flags

Main metric table

Access and waiting measures for RDY as provider. 36 suppressed cells — do not infer from missing values. This brief covers access and waits only. A complete Talking Therapies performance view would also need recovery, reliable improvement, reliable recovery, finishing-treatment volumes, and average sessions per referral.

Period: Six available monthly data points: Aug 2025 – Apr 2026 (non-consecutive months in extract)

Figure / measureLatest valueStandard / expectedTrendValidation statusJudgementHuman check
M001 — Referrals received1,815 (Apr 2026)No simple inflow targetFallingPathway / data-definition check requiredSelf-referrals (M002) account for ~75% of referrals — confirm whether route mix is expected locally.Talking Therapies/data owner to confirm M001 matches local referrals reporting for the same period.
M002 — Self-referrals1,370 (Apr 2026)No simple targetNot availablePathway / data-definition check requiredLarge share of total referrals — confirm expected locally and whether route mix has changed.Confirm whether self-referral volume is expected and stable for local pathways.
M053 — Six-week access (finished course)88% (Apr 2026)National standard: ≥75% six-week access. NHS Talking Therapies monthly statistics — access standards; published April 2026; accessed 2026-06-21; confidence: confirmedFallingPathway / data-definition check requiredRDY at 88% remains above the 75% six-week access standard but has fallen from 95% in the selected trend window — pathway review needed.Confirm national Talking Therapies access definition and whether local enter-treatment waits use the same cohort.
M055 — Eighteen-week access (finished course)99% (2026-04-01 to 2026-04-30)National standard: ≥95% eighteen-week access. NHS Talking Therapies monthly statistics — access standards; published April 2026; accessed 2026-06-21; confidence: confirmedNot availablePathway / data-definition check requiredAbove 95% eighteen-week standard in latest month — confirm denominator locally.Confirm M055 cohort matches local 18-week access reporting.
M019–M022 — Open referrals with no activity (waiting bands)M019–M021: 5,870; M019–M022: 6,780 (2026-04-01 to 2026-04-30)No simple target — lower bands generally preferableNot availablePathway / data-definition check required910+ day waits (M022) are a key review flag — pathway recording may differ from local waiting lists.Pathway owner to confirm how 'no activity' is coded vs local waiting list and enter-treatment tracking.
Suppression (Provider RDY rows)36 of 200 provider rows suppressedN/ANot availableLocal owner confirmation neededDo not infer from missing cells; small-number referral sources are often suppressed.Review monthly Talking Therapies DQ report and whether suppressed measures matter for your question.

Why this is useful

Human validation checklist

Bottom line

RDY remains above national six-week and eighteen-week access standards in the latest month, but six-week access is falling in the selected trend window and should be reviewed. Self-referrals dominate referral volume and waiting-band totals need pathway-owner validation. This is a useful first-draft access brief — not a complete Talking Therapies performance picture without outcomes.

Audit trail and source checks

Figures trace to demo CSV and time-series file — no derived ranks or peer medians.

See linked demo CSV and trend/time-series files.

Key findings by review area (detail)

Key findings by review area

Access and waiting

M001 — Referrals received

New referrals received in the month. Latest: 1,815. 1,815 (Apr 2026) vs 1,825 (Feb 2026)

Human check: IAPT/data owner to confirm M001 matches local reporting.

M031 — People accessing services

People who accessed talking therapies during the month. 1,375 (Apr 2026) vs 1,245 (Feb 2026) Access counts differ from referrals received — do not conflate.

Human check: Confirm access definition and whether self-referral surge affects month-on-month movement.

M053 — Six-week access (finished course)

Percentage accessing within 6 weeks among those finishing treatment. Latest: 88%. Denominator checks required.

Human check: Confirm national IAPT access definition locally.

Suppression and outcomes gap

Waiting bands and suppression

M019–M021 sum: 5,870; M019–M022 sum: 6,780. 36 suppressed provider rows — do not infer from missing cells.

Human check: Pathway owner to confirm 'no activity' coding vs local waiting lists.

Recovery/outcome measures not inferred

Recovery/outcome measures (e.g. M192, M186) exist in the full CSV but are not inferred in this access brief.

Human check: Separate outcome analysis requires definition checks with the IAPT lead.

Draft interpretation (detail)

Draft interpretation

  • 1,815 referrals received (M001) — six-month window Aug 2025 – Apr 2026.
  • Rising over six months: M001, M031.
  • Falling over six months: M053.
  • Open referrals no activity: M019–M022 total 6,780.
  • 36 suppressed measures — do not infer from missing cells.
Prompt excerpt
Filter Talking Therapies monthly CSV to ORG_CODE2=RDY, Provider group.
Trend from downloaded time-series file only. No recovery inference. No causal claims.
Supporting tables and charts
1,815Referrals received (M001)
1,370Self-referrals (M002)
88%Six-week access (M053)
6,780Open referrals no activity (M019–M022)

Period: Latest month: Apr 2026

Access and waiting measures (Apr 2026)

MEASURE_IDMEASURE_NAMEMEASURE_VALUE_SUPPRESSEDMV
M001Count_ReferralsReceived18151815
M002Count_SelfReferrals13701370
M019Count_OpenReferralNoActivity60days47054705
M020Count_OpenReferralNoActivity61to90days705 705
M021Count_OpenReferralNoActivity91to120days460 460
M022Count_OpenReferralNoActivityOver120days910 910

Selected Talking Therapies measures (RDY, Apr 2026)

Period: Apr 2026

Count_OpenReferralNoActivity60days
Count_ReferralsReceived
Count_SelfReferrals
Count_OpenReferralNoActivityOver120days
Count_OpenReferralNoActivity61to90days
Count_OpenReferralNoActivity91to120days
Additional measure commentary

M001 — Referrals received Watch / clarify

Plain-English meaning
Count of new referrals received in the month.
Latest value
1,815
Comparator / trend
1,815 (Apr 2026) vs 1,825 (Feb 2026)
Agent flag
Watch / clarify
Cautious interpretation
Referral counts move with demand and recording — descriptive only.
Human check required
IAPT/data owner to confirm M001 matches local reporting.

M053 — Six-week access (finished course) Definition check required

Plain-English meaning
Percentage accessing within 6 weeks among those finishing treatment.
Latest value
88%
Comparator / trend
88 (Apr 2026) vs 91 (Feb 2026)
Agent flag
Definition check required
Cautious interpretation
Not clinical quality without outcome definitions.
Human check required
Confirm national IAPT access definition locally.
Talking Therapies trend summary

Talking Therapies trend summary

Talking Therapies statistics from trend_talking_therapies_rdy.csv (or time-series fallback) (Six available monthly data points: Aug 2025 – Apr 2026 (non-consecutive months in extract)).

MeasureLatestPrevious periodPeriod-on-period changeTalking Therapies changeTalking Therapies avgTalking Therapies highTalking Therapies lowTrend readingNote
M001 — Referrals received1,815 (Apr 2026)1,825 (Feb 2026)-10 (-0.5%)+75 (+4.3%)1,8952,0801,740RisingReferral counts move with demand and recording — descriptive only.
M031 — People accessing services1,375 (Apr 2026)1,245 (Feb 2026)+130 (+10.4%)+120 (+9.6%)1,301.71,3751,245RisingAccess counts differ from referrals received — do not conflate.
M053 — % accessing within 6 weeks (finished course)88 (Apr 2026)91 (Feb 2026)-3 (-3.3%)-7 (-7.4%)92.59588FallingPercentage measure — denominator checks required.

M001 — Referrals received (Aug 2025 – Apr 2026)

Aug 25Oct 25Nov 25Jan 26Feb 26Apr 26

M031 — People accessing services (Aug 2025 – Apr 2026)

Aug 25Oct 25Nov 25Jan 26Feb 26Apr 26

M053 — % accessing within 6 weeks (finished course) (Aug 2025 – Apr 2026)

Aug 25Oct 25Nov 25Jan 26Feb 26Apr 26
  • NHS Talking Therapies monthly statistics are provisional and may revise.
  • Trend descriptions are not causal — pathway and recording changes may explain movement.
Human review required: Confirm definitions, publication status and local owner sign-off before any operational use.

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