AI in Yandex Direct: how neural networks improve campaigns
In 2025, Yandex Direct increasingly uses AI to simplify management and improve advertising efficiency. We examine how automation can increase relevant enquiries while controlling spend.
Why Yandex uses AI in Direct
Automation processes large datasets. In Yandex Direct, AI:
- Simplifies advertising setup,
- Improves impression relevance,
- Adjusts bids and spending in real time.
Especially important where manual management cannot keep up.
AI applications in Yandex Direct
1. Automated bidding strategies
Yandex optimises impressions according to:
- Maximise conversions,
- Target cost per conversion (CPA),
- Return on ad spend (ROAS).
Algorithms use Metrica, CRM and behaviour to assess conversion likelihood.
2. Keyword selection and expansion
AI suggests relevant searches from keyword and behaviour data, including opportunities missed manually.
3. Retargeting and lookalike audiences
With Yandex Audiences and behaviour analysis, AI:
- Creates similar-user segments,
- Tracks the customer journey,
- Targets people likely to be interested.
4. Automatic creative generation
In responsive ads, AI:
- Chooses headline and description combinations,
- Adds relevant images,
- Adapts to placement and format.
Improves CTR and reduces manual testing.
5. Intent-based targeting
A new opportunity: Intention targeting. AI recognises patterns such as:
- Car interest before an explicit search.
- Browsing activity suggests renovation interest.
Ads can reach people before an explicit search.
What makes AI effective?
Follow these AI working principles:
- Connect and correctly configure Yandex Metrica, send goals and conversions.
- Integrate CRM through end-to-end analytics.
- Allow usually 7-14 days for learning.
- Use adaptable formats and enough variations.
Where AI already helps
- E-commerce: target ROAS increased sales 40% at unchanged budget.
- Services: Metrica retargeting increased leads sixfold.
- Local business: intent targeting halved customer acquisition cost.
Conclusion
AI already helps Yandex Direct identify audiences, manage budgets and improve lead relevance. Automation matters increasingly in competitive markets.
