Public sector · Playbook 20

I've worked in this sector

Planning application validation

Every new application checked against the national and local requirements within a day, gaps explained clearly to the applicant, and consultation responses summarised for the case officer. Officers decide validity and every planning decision.

  • Document AI
  • Agents with tools
  • Human in the loop
  • Retrieval (RAG)
  • DMPO 2015
  • NPPF (2026)
  • Planning and Infrastructure Act 2025
  • Biodiversity Net Gain
  • ATRS
  • UK GDPR

At a glance

The problem
Validation officers open every document of every application by hand, and a large share are missing something when first submitted
Typical volume
Around 2,500 applications a year, with 40% invalid on first submission and dozens of consultation responses on larger schemes
Who's involved
The validation team, case officers, the head of planning, GIS and planning data, information governance, IT, the back-office system supplier
Pilot
8–10 weeks on householder applications, after a 3-week discovery
Platforms
AWS, Azure, or a sovereign or on-prem stack

An illustrative scenario. Linked to a real, anonymised case study below; the numbers here are still typical examples. The cloud services and UK rules were checked on 9 November 2026.

The business problem

Every planning application has to be validated before the clock starts. A validation officer checks the application form, the fee, the ownership certificate, the location and site plans, the other drawings needed to describe the development, a design and access statement where one is required, the biodiversity net gain information, and everything on the authority's local list, such as a flood risk assessment, a heritage statement or an ecology survey where the site needs one.

Most of that is opening documents one by one. Is the red line drawn on the location plan, and does it reach the road? Is there a scale bar and a north point? Does the fee match the description? Is the site in a conservation area, a flood zone or next to a listed building, so that the local list asks for more? In our example authority, around 40% of applications are missing something when first submitted. Each one needs a letter explaining what is wrong, and each resubmission is checked again from the start.

Then the case officer has to read every consultation response, from neighbours, the parish council and statutory consultees, before writing the report. On a contentious scheme that can be hundreds of comments. From 31 October 2026, the national scheme of delegation means more decisions are taken by officers rather than committee, so the officer's report carries even more weight. Time spent on admin is time not spent on judgement.

What AI changes

  • Every new application is checked within minutes of arriving against the national requirements and the authority's published local list, with each finding linked to the page it came from.
  • Drawings are read for the basics: a red line boundary, scale, north point, and the plans the description needs.
  • Site constraints are checked from the authority's own map layers and national planning data, so the local list requirements that apply are known straight away.
  • Where something is missing, a clear, specific invalid-application letter is drafted for the validation officer, quoting the requirement and why it applies.
  • Consultation responses are summarised by planning theme for the case officer, with every comment still one click away and non-planning matters marked as such.
  • Officers stay in control: the validation officer decides whether an application is valid, the case officer or committee decides the application, and every step is logged.

How success is measured

Agree these, and measure the baseline, before anything is built. Example targets are typical, not promises.

Time to validate

Days from submission to a valid or invalid decision.

ExampleFrom 10 working days to 2

Invalid on first submission

The share of applications missing something, tracked over time as applicants learn from clearer letters.

ExampleFalling, quarter on quarter

Resubmission rounds

How many times an applicant has to resubmit before the application is valid.

ExampleOne round, not three

Override rate

How often validation officers disagree with a check. Very high means it isn't helping; near zero can mean people have stopped checking.

ExampleStable, and reviewed weekly

Validation disputes

Formal disputes from applicants about what the authority has asked for.

ExampleNo rise

Officer time on consultation responses

Time moved from reading and sorting comments to weighing them.

ExampleDown by half on larger schemes

UK regulation and controls

Cross-sector rules are on the UK regulation map.

  • MHCLGTown and Country Planning (Development Management Procedure) (England) Order 2015

    Sets the national requirements for a valid application. Local list items can only be required if the list was published in the two years before the application, and they must be reasonable and relevant to the development. Applicants can dispute a requirement, and the authority must reply within set time limits. The checks only ask for what the published lists allow, and every request cites the requirement it comes from.

  • MHCLGPlanning and Infrastructure Act 2025 and the national scheme of delegation

    Royal Assent on 18 December 2025. From 31 October 2026, regulations set nationally which applications officers decide and which can go to committee. Planning fees are moving to a national default set to recover more of the cost, with local fee-setting powers to follow, so fee checks are configuration, not hard-coded.

  • MHCLGNational Planning Policy Framework (August 2026)

    The revised NPPF was published on 17 August 2026 and introduced national decision-making policies. The retrieval index holds the version in force, and drafts never apply policy themselves. Weighing policy is the officer's job.

  • Defra and Natural EnglandBiodiversity net gain

    Applications must say whether the biodiversity gain condition applies. From 6 August 2026, new exemptions apply, including sites under 0.2 hectares with no on-site priority habitat affected, and the self-build exemption was removed. The exemption rules are code, dated by the application date, and the officer confirms any exemption claimed.

  • MHCLGPlanning data standards (Levelling-up and Regeneration Act 2023)

    The government can make approved planning data standards mandatory. The first came into force in 2026 for plan data. MHCLG's Digital Planning programme publishes national datasets on planning.data.gov.uk and funds council pilots through its PropTech Innovation Fund. Read constraints from planning.data.gov.uk and the authority's own layers, and build on the published standards so later mandates are an update, not a rebuild.

  • GDSAlgorithmic Transparency Recording Standard (ATRS)

    Mandatory for central government; councils publish voluntarily, and many do. Publish a record before go-live, saying what the tool checks and that an officer decides.

  • ICOUK GDPR and the Data Protection Act 2018

    Applications and comments include names, addresses and sometimes health information given in support of a case. That means a DPIA, processing in the UK, and careful redaction before documents and comments are published online. The AI can suggest redactions; an officer approves them.

The solution

Showing AWSAzuresovereign / on-prem services. Switch with the toggle; every diagram and table on this page follows it.

Planning application validation: reference architecture
  1. 01Channels

    • National submission portal
    • Email and paper (scanned)
    • Neighbours and consultees
  2. 02Intake

    • API GatewayAPI ManagementKong, or your existing API gatewayAPI for portal and consultee feeds
    • Amazon S3Blob StorageCeph, or IONOS S3 Object StorageDocument store
  3. 03Intelligence

    • Bedrock Data AutomationContent UnderstandingDocling plus an open-weight vision modelRead drawings and documents
    • AWS Lambda + RDS for PostgreSQL with PostGISAzure Functions + Azure Database for PostgreSQL with PostGISPostgreSQL with PostGIS on KubernetesValidation rules and constraints
    • Bedrock Knowledge BasesFoundry IQ (Azure AI Search)OpenSearch, or PostgreSQL with pgvectorPolicy and local list
    • Agent
      Bedrock AgentCoreFoundry Agent ServiceLangGraph on Kubernetes, with open-weight models via vLLMValidation agent
    • Agent
      Bedrock AgentCoreFoundry Agent ServiceLangGraph on Kubernetes, with open-weight models via vLLMConsultation summary agent
  4. 04Orchestration

    • Step FunctionsLogic Apps / Durable FunctionsTemporalApplication workflow
    • EventBridge + SQSEvent Grid + Service BusApache Kafka or RabbitMQEvents and queues
  5. 05Systems of record

    • Planning back-office system
    • Document management and public access
    • GIS and constraint layers
  6. 06People

    • Person
      Validation officer: valid or invalid
    • Person
      Case officer: report and decision
    • Person
      Planning committee
  • Cloud or platform service (AWSAzuresovereign / on-prem)
  • AI agent
  • A person decides
  • Your existing systems
  • Outside your organisation

Components, side by side

Planning application validation: components on AWS, Azure and a sovereign or on-prem stack
LayerAWSAzureSovereign / on-prem
Intake: portal feed, email, scanned postTake applications from the back-office system once they arrive, rather than building another front door.API Gateway, S3, Amazon SESAPI Management, Blob Storage, Logic Apps email connectorKong, Ceph or IONOS S3 Object Storage, your mail server
Reading drawings and documentsTest on real submissions: hand-drawn householder plans, multi-sheet PDFs and scanned paper, not tidy architect's sets.Bedrock Data Automation, or Amazon Textract plus a Bedrock vision modelAzure Content Understanding (includes Document Intelligence)Open-source parsing (e.g. Docling) plus an open-weight vision model
Validation rulesThe national requirements and the published local list, as tested code with a version and a publication date. The model doesn't decide what is required.Rules as code in AWS LambdaRules as code in Azure FunctionsRules as code on Kubernetes
Site constraintsConservation areas, listed buildings, flood zones, tree preservation orders and more, from your GIS and the national planning data platform.Amazon RDS for PostgreSQL with PostGISAzure Database for PostgreSQL with PostGISPostgreSQL with PostGIS
Reasoning and draftingReads, compares and drafts. AWS and Azure both offer a choice of models, including Claude.Amazon BedrockMicrosoft FoundryOpen-weight models served with vLLM on your own GPUs, or IONOS AI Model Hub
Policy and guidance (retrieval)The local list, the local plan, the NPPF and planning practice guidance, at the versions in force.Bedrock Knowledge BasesFoundry IQ, built on Azure AI SearchOpenSearch, or PostgreSQL with pgvector
Agent runtimeNew builds use AgentCore; the original Bedrock Agents closed to new customers on 30 July 2026.Amazon Bedrock AgentCoreFoundry Agent ServiceAn open-source agent framework (e.g. LangGraph) on Kubernetes
WorkflowAWS Step FunctionsLogic Apps or Durable FunctionsTemporal, or n8n
Middleware and eventsAmazon EventBridge, SQSEvent Grid, Service BusApache Kafka or RabbitMQ
Human reviewOfficers review where they already work, not in a new screen.In the officers' existing planning back-office systemIn the officers' existing planning back-office systemIn the officers' existing planning back-office system
GuardrailsIncluding personal data detection for redaction suggestions.Bedrock GuardrailsFoundry guardrails (Azure AI Content Safety)Open-source guardrails (e.g. NeMo Guardrails, Llama Guard)
Identity, keys, data protectionIAM Identity Center, KMS, MacieEntra ID, Key Vault, PurviewKeycloak or your existing Active Directory; OpenBao or HashiCorp Vault; an HSM
Monitoring and auditLog every check, draft letter and officer decision, with the reason.CloudWatch, CloudTrailAzure Monitor, Log AnalyticsPrometheus, Grafana, OpenTelemetry
UK data residencyIONOS AI Model Hub runs in German data centres: EU, not UK, residency.eu-west-2 (London)UK South / UK WestYour own UK data centre, or a UK or EU provider

On a phone, the table shows the platform you pick. Sovereign / on-prem means open, portable components you can run in your own data centre or with a UK or European provider; IONOS is shown as one example, and others exist. What sovereign cloud means →

Hybrid and on-prem

Many organisations keep core systems and sensitive data on their own servers. This is how the same design works across both.

Stays on-prem

The planning back-office system, the document store, the public access site and the GIS stay where they are, whether in the council's data centre or hosted by its supplier. Nothing in this design needs them to move.

Uses cloud AI

Reading drawings, the policy index and the two agents can run in a UK cloud region, or on the council's own GPUs with open-weight models. The validation rules and constraint checks can run next to the GIS on-prem.

How they connect

A private link (AWS Direct Connect or Azure ExpressRoute) or the council's existing network connection, through the API layer. Only the documents for the application being checked are sent, and results come back as events onto the council's queue.

If the link drops

Applications keep arriving in the back-office system as they always have. The validation team works them by hand, and the queued applications are checked when the link returns.

The agents

What each agent may do through its tools, what it may not, and where a person signs off. The limits are enforced by the platform, not the prompt.

Validation agent

May do

  • Read the application form, drawings and supporting documents
  • Run the national and local validation rules and the site constraint checks
  • Check the fee against the current fee rules and the description
  • List what is missing or unclear, each item linked to the requirement it comes from
  • Draft the invalid-application letter for the validation officer
  • Create and route a task in the planning back-office system

May not do

  • Mark an application valid or invalid
  • Send any letter or message to the applicant or agent
  • Ask for anything that isn't on the published national or local list
  • Comment on whether the proposal is acceptable in planning terms
  • Change the application, its description or its fee record

Where a person signs offThe validation officer decides whether every application is valid and sends every letter. Validation disputes go to a senior officer. The agent's permissions are enforced by the platform's identity and policy controls, not by instructions in a prompt.

Consultation summary agent

May do

  • Read neighbour, parish and statutory consultee responses as they arrive
  • Group points by planning theme, with a count and links to every original comment
  • Mark points that aren't material planning considerations, with the reason
  • Highlight statutory consultee objections and requested conditions
  • Suggest personal data to redact before comments are published

May not do

  • Recommend approval or refusal
  • Discount, hide or delete any comment
  • Publish anything to the public access site
  • Reply to anyone who commented

Where a person signs offThe case officer reads the originals as well as the summary, weighs them and writes the report. An officer approves every redaction before publication. The decision is the officer's or the committee's.

Middleware and integration

The planning back-office system stays the record. Applications already arrive there from the national portal, so the AI picks them up through the back-office system's API or the integration layer the authority already runs, never directly from its database.

Events decouple the AI from the systems of record. A new application, a new document or a new comment becomes a message on a queue. If the back-office system is down, work waits safely, nothing is lost, and every message carries an ID so a retry never creates a duplicate.

The validation rules and the local list live in one place, with a publication date. When the local list is reviewed, the new version applies to applications made after it was published, and the old version stays available for audit.

The AI can be switched off without stopping the service. If it's paused, applications go to the validation team exactly as they did before.

Process and people

  • A named owner for the local list and the validation rules, with the two-year review built into the plan.
  • An exception queue for applications the AI can't read, such as poor scans or unusual formats, with a clear owner.
  • Override rules, so validation officers know when and how to disagree with a check, and their reasons are captured.
  • A weekly review of a sample of checks and letters, including applications later found invalid or wrongly held up.
  • Plain-English letter templates agreed with officers and tested with local agents, so applicants understand what to fix.
  • Validation and case officers trained before go-live, including what the AI can't see on a drawing.
  • An ATRS record published before go-live and updated when the tool changes.

Delivery plan

  1. 3 weeks

    Discovery

    Map today's validation and consultation process, measure the baseline, write the local list as rules, check GIS and back-office access, and pick householder applications first.

  2. Gate · must be true to passBaseline agreed, rules signed off by the validation lead, data access confirmed, DPIA started.

  3. 6–8 weeks

    Pilot

    Householder applications in shadow mode: the AI checks and drafts, officers validate as normal, and the two are compared.

  4. Gate · must be true to passAccuracy within agreed limits, no extra requirements asked for, letters approved by officers, head of planning content.

  5. 4–6 weeks

    Production

    Checks and draft letters go live for householder applications, with monitoring, support, a rollback plan and the ATRS record published.

  6. Gate · must be true to passMonitoring, support model, rollback plan, officer training and ATRS record in place.

  7. Ongoing

    Scale

    Add minor and then major applications, then consultation summaries, and reuse the pattern for building control and other consents.

  8. Gate · must be true to passEach new application type passes the same pilot gate.

Roles and RACI

Who is responsible, accountable, consulted and informed, by activity
ActivityHead of planningProduct ownerSolutions architectI can fill thisTechnical PMI can fill thisEngineersI can fill thisInformation governanceGIS & planning data
Business case and benefitsAccountableResponsibleConsultedConsultedInformedConsultedInformed
Validation rules and local listAccountableResponsibleConsultedInformedResponsibleInformedConsulted
Target architectureInformedConsultedAccountable and ResponsibleConsultedConsultedConsultedConsulted
DPIA, redaction approach and ATRS recordAccountableConsultedConsultedInformedInformedResponsibleInformed
Build and integrationInformedConsultedAccountableResponsibleResponsibleInformedConsulted
Accuracy testing on real applicationsInformedAccountableResponsibleConsultedResponsibleInformedConsulted
Go-live decisionAccountableResponsibleConsultedResponsibleInformedConsultedInformed
Run, monitor and improveInformedAccountableConsultedConsultedResponsibleConsultedConsulted

Business case and benefits

Head of planning
A · Accountable
Product owner
R · Responsible
Solutions architect
C · Consulted
Technical PM
C · Consulted
Engineers
I · Informed
Information governance
C · Consulted
GIS & planning data
I · Informed

Validation rules and local list

Head of planning
A · Accountable
Product owner
R · Responsible
Solutions architect
C · Consulted
Technical PM
I · Informed
Engineers
R · Responsible
Information governance
I · Informed
GIS & planning data
C · Consulted

Target architecture

Head of planning
I · Informed
Product owner
C · Consulted
Solutions architect
A/R · Accountable and Responsible
Technical PM
C · Consulted
Engineers
C · Consulted
Information governance
C · Consulted
GIS & planning data
C · Consulted

DPIA, redaction approach and ATRS record

Head of planning
A · Accountable
Product owner
C · Consulted
Solutions architect
C · Consulted
Technical PM
I · Informed
Engineers
I · Informed
Information governance
R · Responsible
GIS & planning data
I · Informed

Build and integration

Head of planning
I · Informed
Product owner
C · Consulted
Solutions architect
A · Accountable
Technical PM
R · Responsible
Engineers
R · Responsible
Information governance
I · Informed
GIS & planning data
C · Consulted

Accuracy testing on real applications

Head of planning
I · Informed
Product owner
A · Accountable
Solutions architect
R · Responsible
Technical PM
C · Consulted
Engineers
R · Responsible
Information governance
I · Informed
GIS & planning data
C · Consulted

Go-live decision

Head of planning
A · Accountable
Product owner
R · Responsible
Solutions architect
C · Consulted
Technical PM
R · Responsible
Engineers
I · Informed
Information governance
C · Consulted
GIS & planning data
I · Informed

Run, monitor and improve

Head of planning
I · Informed
Product owner
A · Accountable
Solutions architect
C · Consulted
Technical PM
C · Consulted
Engineers
R · Responsible
Information governance
C · Consulted
GIS & planning data
C · Consulted

R ResponsibleA AccountableC ConsultedI Informed· not involved

Where I'd fit

Option A

Lead the architecture

If there's no architect on the programme, I'd own the design end to end: the validation rules, the drawing and document reading, the integration with your back-office system and GIS, and the gates. I've built a building control management system, so council application workflows, statutory clocks and document-heavy casework are familiar ground. I'd report to your programme board.

Option B

Support your architect

If your partner or your own team already has an architect, I'd take on the rules as code, the document reading and the back-office integration under their lead, and give them a second senior opinion on the rest, especially the data and redaction risks.

Where this goes wrong

  1. Goes wrong

    The demo used a tidy architect's drawing set. Real householder plans are hand-drawn and scanned.

    How the design avoids it

    Pilot on last quarter's real applications, every channel, not a curated sample.

  2. Goes wrong

    The AI asks for things the published local list doesn't require, and applicants dispute them.

    How the design avoids it

    Requirements come only from the published lists, as code, and every request cites its source.

  3. Goes wrong

    Consultation summaries quietly drop comments that don't fit a theme.

    How the design avoids it

    Every comment is counted and linked, and the officer reads the originals. The summary is a guide, not a filter.

  4. Goes wrong

    Personal data is published because the redaction suggestion was trusted without a check.

    How the design avoids it

    An officer approves every redaction, and the sample review includes published documents.

  5. Goes wrong

    The local list changes and nobody updates the rules.

    How the design avoids it

    A named owner, a publication date on every version, and the two-year review in the plan.

On the horizon

Changes already announced or under way that affect this design. More in the UK horizon scan.

  1. Before end of 2026
    New national planning fees, then local fee setting

    The government's July 2026 response confirmed a national default fee schedule set at about 90% cost recovery, intended to take effect before the end of 2026 subject to Parliament, with regulations for local fee setting to follow. Keep fee rules as dated configuration, not code.

  2. Late 2026–2027
    Biodiversity net gain for brownfield sites

    A consultation on a targeted exemption for some residential brownfield development closed on 10 June 2026, and the response is awaited. Keep the BNG exemption rules dated and separate so a new exemption is a configuration change.

  3. 2026–2027
    More planning data standards made mandatory

    The first approved planning data standard became mandatory in 2026, for plan data. Expect more. Build on the published standards and the national planning data platform now.

  4. 2027
    Government-built AI tools for planning

    The government has built a free tool that turns old planning records into data, and is testing a prototype that analyses incoming applications against policy and constraints, with any wider rollout depending on the evidence. Keep the design modular so a national tool can replace or sit beside a part of yours.

  5. April 2027 to April 2029
    Local government reorganisation in England

    Most two-tier areas are being replaced by new unitary councils, with most vesting days in April 2028. Several local lists and back-office systems will become one. Keep each list as versioned rules so they can be compared and merged.

Questions to ask your partner or vendor

Good answers are specific. Vague answers to any of these are worth following up.

Copy them into your next supplier meeting

  1. Where do the validation requirements come from, and how do you stop the tool asking for more than our published list allows?
  2. How will we measure accuracy on our own applications, including hand-drawn and scanned plans?
  3. Which actions can the agents take without an officer, and where is that enforced?
  4. How do you make sure no consultation comment is lost or hidden in a summary?
  5. Where are applications and comments processed and stored, and is the data used to train anyone's model?
  6. Who owns the rules, the letter templates and the prompts after you leave, and how do we update them when the local list changes?

Planning something like this?

Whether you need someone to lead the design or to support the architect you already have, let's talk it through.

Sam Naseem
Sam NaseemBirmingham, UK · UK & Europe
Available now