Reviews
Part of Strong AI marketing tools reviews start with a written scoring rubric
Choosing AI marketing tools providers: criteria, weighted scores and evidence
How to set inclusion criteria, weighted scores and evidence checks before you compare AI marketing tools providers for your UK marketing team.
What to take away
- You are choosing a shortlist, so write the criteria and weights before you accept a single demo.
- Weighted scores beat flat averagesa tool that looks cheap but handles data badly should not survive.
- Request the documents in writing, with dates, so the folder can be scored.
- Treat geography as a filter, because data protection law covers the whole UK while some public sector and procurement rules vary by nation.
- Give any pilot an exit test written in advance.
Set your inclusion criteria before you compare providers
Searches for the AI marketing tools best providers usually return rankings. A ranking is another buyer's criteria applied to another buyer's campaign. This listicle does the opposite. It sets out criteria you apply to your own brief, and it names no winners, because no desk can score your campaign from outside.
Match the provider type to the job
Most comparisons show three broad types: software platforms, service agencies and hybrids selling both. Examples include HubSpot, Semrush and Canva for platforms, WPP agencies and Accenture Song for service agencies, and Deloitte Digital and IBM iX for hybrids.
Ask distinguishing questions. Does the provider own the model, resell API access, or subcontract production? Who is the controller, processor or joint controller under UK GDPR? What happens to prompts and outputs when the contract ends?
A team with strategy but no production capacity needs a different provider shape from a team with output but no measurement. A shortlist might compare one platform, one agency and one hybrid on the same seven lines.
Our pillar guide to AI marketing tools reviews and comparison methods for 2027 explains how to keep that comparison honest when suppliers write their own case studies.
Agencies quote for time and expertise, while platforms licence seats or usage. Hybrids can blur the two, so ask which part of the invoice covers software and which covers people.
Apply the geography filter honestly
Data protection law is UK-wide: the ICO regulates the same rules in England, Scotland, Wales and Northern Ireland. The CAP Code makes the advertising codes UK-wide too.
Public sector duties, procurement routes and some sector regulators differ by nation, so name the nation whenever a rule changes.
A compliance page that says only UK should prompt checks on the Equality Act 2010 public sector equality duty and section 75 of the Northern Ireland Act 1998.
Check the Public Contracts Regulations 2015 and the Procurement Act 2023 for England, Wales and Northern Ireland, plus Scotland's Public Contracts (Scotland) Regulations 2015 and the Procurement Reform (Scotland) Act 2014.
The same applies to contracts that specify a governing law and jurisdiction.
Score capability with a rubric you can show
A rubric shows why one provider is on your shortlist and another is not.
Seven-line scoring rubric
Criterion
- Campaign fit
- Channel and audience coverage
- Data handling
- Lawful basis, retention, training
- Measurement
- Attribution, reporting, exports
- Integration
- CRM, ad and content links
- Commercial model
- Pricing basis, overage, notice
- Support and governance
- Contacts, escalation, change control
- Exit
- Data return, deletion, migration
What it measures
- Campaign fit
- 20%
- Data handling
- 20%
- Measurement
- 15%
- Integration
- 15%
- Commercial model
- 15%
- Support and governance
- 10%
- Exit
- 5%
Weight
- Campaign fit
- Sample output for brief
- Data handling
- Processing agreement, privacy notice
- Measurement
- Dashboard using your metrics
- Integration
- API documentation
- Commercial model
- Written quote, draft contract
- Support and governance
- Service description and SLA
- Exit
- Contract clause
Evidence to request
- Campaign fit
- Data handling
- Measurement
- Integration
- Commercial model
- Support and governance
- Exit
Seven lines, seven weights
Set your own weights and keep them in the same document as the scores. Score each line from one to five, agree who marks it, and note the reason for every zero. The weights below are illustrative only.
Criterion / What the score measures
- Campaign fit
- Coverage of your channels and audiences · 20% · Sample output for your brief
- Data handling
- Lawful basis, retention, model training · 20% · Processing agreement and privacy notice
- Measurement
- Attribution, reporting detail, exports · 15% · Dashboard using your metrics
- Integration
- Links to CRM, ad and content systems · 15% · API documentation
- Commercial model
- Pricing basis, overage rules, notice periods · 15% · Written quote and draft contract
- Support and governance
- Named contacts, escalation, change control · 10% · Service description and SLA
- Exit
- Data return, deletion, migration help · 5% · Contract clause
Weightings decide the shortlist
Multiply each score by its weight, then add those results. An unweighted average lets a strong answer on one line hide a weak one elsewhere.
For example, a team paying £400 a month for a content platform might weight data handling at 20% because its audience data is sensitive. That single weight can outrank price, and where a supplier cannot answer a line, score zero and note why.
Worked example, using the weights above. Provider A costs £400 a month. Provider B costs £900 a month.
Weight
- Campaign fit
- 20%
- Data handling
- 20%
- Measurement
- 15%
- Integration
- 15%
- Commercial model
- 15%
- Support and governance
- 10%
- Exit
- 5%
- Total
- 100%
A score
- Campaign fit
- 4
- Data handling
- 2
- Measurement
- 4
- Integration
- 4
- Commercial model
- 5
- Support and governance
- 3
- Exit
- 3
- Total
A weighted
- Campaign fit
- 0.80
- Data handling
- 0.40
- Measurement
- 0.60
- Integration
- 0.60
- Commercial model
- 0.75
- Support and governance
- 0.30
- Exit
- 0.15
- Total
- 3.60
B score
- Campaign fit
- 4
- Data handling
- 5
- Measurement
- 4
- Integration
- 4
- Commercial model
- 3
- Support and governance
- 4
- Exit
- 4
- Total
B weighted
- Campaign fit
- 0.80
- Data handling
- 1.00
- Measurement
- 0.60
- Integration
- 0.60
- Commercial model
- 0.45
- Support and governance
- 0.40
- Exit
- 0.20
- Total
- 4.05
Provider B leads this illustrative score by 4.05 to 3.60. The cheaper provider loses because its data handling score is 2 against 5.
Record who agreed the weights and when, so a change of team does not reopen the debate mid-tender.
Collect evidence that survives due diligence
Documents to request before a pilot
Ask for a data processing agreement, a privacy notice covering model training, a security summary, a written quote and a contract with an exit clause. The Data and AI Ethics Framework sets out principles for ethical data use in government. Purpose, proportionality and accountability translate to marketing briefs.
Evidence to request before pilot
- Data processing agreement
- Privacy notice covering model training
- Security summary
- Written quote
- Contract with exit clause
- Current version dates
Where the gap is strategic rather than technical, the strategy and planning courses from CIM cover the planning discipline no platform supplies.
Version dates matter too: ask for the current document rather than an undated copy, and note the date you received it.
Non-compliance has a price
Published ICO enforcement action shows the fines and notices that follow weak data practice, which is why the evidence folder belongs in the scoring rather than in a drawer after signature. If you are weighing agencies, read AI marketing tools agency reviews in England before you invite pitches, because agency scorecards carry different lines from software ones.
Common questions
How many providers belong on a shortlist?
Three to five gives you room to compare without drowning the team in demos.
Should price lead the rubric?
No. Price is one weighted line. A cheap platform that raises a data protection question costs more than any saving.
What if two providers score the same?
Go back to the exit clause and the support model. Those lines usually separate providers that look identical in a demo.
Do agencies and software need different criteria?
Yes. Agency scorecards add team continuity and brief handling. Software scorecards add integration and export.
