# Pull Request Template
## Description
Routes Enterprise assistant, copilot, FAQ, contact memory,
action-classifier, and false-promise detector LLM paths through
feature-specific model resolution. `Llm::BaseAiService` now accepts
feature/account context and uses `Llm::FeatureRouter` when that context
is present, while retaining the installation-model fallback for
unmigrated callers. This also adds a `document_faq_generation` feature
default for generative FAQ/document content.
Linear: https://linear.app/chatwoot/issue/CW-7425/test-new-models
Depends on #14840
## Type of change
- [ ] Bug fix (non-breaking change which fixes an issue)
- [x] New feature (non-breaking change which adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality not to work as expected)
- [ ] This change requires a documentation update
## How Has This Been Tested?
- `bundle exec rspec spec/lib/llm/models_spec.rb
spec/enterprise/services/llm/base_ai_service_spec.rb
spec/enterprise/services/captain/copilot/chat_service_spec.rb
spec/enterprise/services/captain/llm/assistant_chat_service_spec.rb
spec/enterprise/services/captain/llm/faq_generator_service_spec.rb
spec/enterprise/services/captain/llm/conversation_faq_service_spec.rb
spec/enterprise/services/captain/llm/assistant_action_classifier_service_spec.rb
spec/enterprise/services/captain/llm/assistant_false_promise_service_spec.rb
spec/enterprise/jobs/captain/conversation/response_builder_job_spec.rb`
passed with 112 examples, 0 failures.
- `bundle exec rspec spec/models/concerns/captain_featurable_spec.rb
spec/models/account_spec.rb
spec/controllers/api/v1/accounts/captain/preferences_controller_spec.rb
spec/lib/llm/feature_router_spec.rb` passed with 87 examples, 0
failures.
- `bundle exec rubocop enterprise/app/services/llm/base_ai_service.rb
enterprise/app/services/captain/copilot/chat_service.rb
enterprise/app/services/captain/llm/assistant_chat_service.rb
enterprise/app/services/captain/llm/faq_generator_service.rb
enterprise/app/services/captain/llm/conversation_faq_service.rb
enterprise/app/services/captain/llm/contact_notes_service.rb
enterprise/app/services/captain/llm/contact_attributes_service.rb
enterprise/app/services/captain/llm/assistant_action_classifier_service.rb
enterprise/app/services/captain/llm/assistant_false_promise_service.rb
spec/enterprise/services/llm/base_ai_service_spec.rb
spec/enterprise/services/captain/copilot/chat_service_spec.rb
spec/enterprise/services/captain/llm/assistant_chat_service_spec.rb
spec/enterprise/services/captain/llm/faq_generator_service_spec.rb
spec/enterprise/services/captain/llm/conversation_faq_service_spec.rb
spec/enterprise/services/captain/llm/assistant_action_classifier_service_spec.rb
spec/enterprise/services/captain/llm/assistant_false_promise_service_spec.rb
spec/enterprise/jobs/captain/conversation/response_builder_job_spec.rb`
passed with no offenses.
- `bundle exec ruby -e "require 'yaml'; config =
YAML.load_file('config/llm.yml'); abort('missing
document_faq_generation') unless config.dig('features',
'document_faq_generation'); abort('missing default') unless
config.dig('features', 'document_faq_generation', 'default'); puts
'llm.yml ok'"` passed.
- `git diff --check` passed.
## Checklist:
- [x] My code follows the style guidelines of this project
- [x] I have performed a self-review of my code
- [x] I have commented on my code, particularly in hard-to-understand
areas
- [ ] I have made corresponding changes to the documentation
- [x] My changes generate no new warnings
- [x] I have added tests that prove my fix is effective or that my
feature works
- [x] New and existing unit tests pass locally with my changes
- [ ] Any dependent changes have been merged and published in downstream
modules
This PR is the first of many to simplify the process of building an
assistant. The new flow will only require the user’s website. We’ll
automatically crawl it, identify the business name and what the business
does, and then generate a suggested assistant persona, complete with a
proposed name and description.
This service returns the following.
Example: tooljet.com
<img width="795" height="217" alt="Screenshot 2025-10-25 at 2 55 04 PM"
src="https://github.com/user-attachments/assets/9cb3594a-9c9c-4970-a0a1-4c9c8869c193"
/>
Example: replit.com
<img width="797" height="176" alt="Screenshot 2025-10-25 at 2 56 42 PM"
src="https://github.com/user-attachments/assets/6a1b4266-aab6-455f-a5e3-696d3a8243c9"
/>
This PR adds service to automate account abuse detection. Currently
based on the signup name and URL, could potentially add more context
such as usage analysis, message metadata etc.
