LLM integration
OpenAI, Anthropic and open-source models with rate limiting, logging and fallback routing.
AI Integration & APIs
AI integration and custom API services for WordPress, Shopify and custom web apps. LLM chat, RAG search, automation and API endpoints from Ace Web Development.
What we deliver
Custom endpoints
REST APIs, webhooks and streaming endpoints to your specification.
Platform support
WordPress, Shopify, custom CMS and standalone applications.
AI integration and custom APIs
We integrate LLMs, automation and custom APIs into websites and web applications. Work includes rate limits, logging, privacy boundaries and fallback behaviour scoped in discovery.
- LLM integration
- Custom endpoints
- Platform support
Why AI integration supports scale without a large in-house team
AI integration connects LLMs and custom APIs to your website or application so visitors get instant answers, search and handoffs grounded in your own content and policies. Scoped rate limits, logging and privacy boundaries keep features maintainable on WordPress, Shopify or custom CMS without uncontrolled third-party data exposure.
When paired with clear service pages and FAQ structure, AI search and chat reinforce factual copy that search engines and answer engines already cite. Teams reduce repetitive support load while editors keep final control over published content and CRM records.
AI features on live websites
We connect language models behind your authentication layer, add caching where useful and log prompts and responses so your team can debug and maintain features over time.
Discovery maps user journeys, data sources and compliance constraints. Each feature is scoped with metrics such as response time, error rate, cost per session and editor time saved.
Part of custom development
AI integration sits under custom development with integrations and extensions, code auditing, extend existing builds and managed web services. We add modules to WordPress, Shopify or custom CMS when the platform fits.
AI integration and custom API services
We connect LLMs, automation and custom APIs to websites and applications your team already uses. Chat, search, workflows and third-party endpoints include rate limits, privacy boundaries and fallbacks.
What AI integration is
We connect intelligent features and external systems to your website or application: LLM chat, retrieval search over your content, automation between tools and custom endpoints for mobile apps or portals.
Related services include custom development, integrations and extensions, code auditing, managed web services and extend existing builds. We work on WordPress, Shopify and custom CMS when the platform fits.
Who this service is for
Marketing teams adding search or chat without a dedicated ML team. Product owners adding API layers to a custom CMS. Ecommerce brands adding guided selling on Shopify. Agencies needing documented handoff.
We will advise if a simpler solution (better documentation, FAQ structure or a spreadsheet workflow) meets the requirement with less engineering.
Features we build
Common work includes:
- Visitor or logged-in chat grounded on service pages, docs and FAQs
- Semantic search across help articles, products or internal knowledge
- Content drafting workflows with human approval before publish
- Lead qualification flows that hand off to CRM with structured fields
- Custom REST APIs and webhooks for partners, apps and automation
- Background jobs that classify, tag or summarise records
Each feature is scoped with metrics: response time, error rate, cost per session and editor time saved.
Technical standards
We scope AI features for live traffic:
- Authentication and role checks before model calls
- Rate limiting and queueing to control API cost
- Fallback content when a provider is down or over quota
- Logging and redaction aligned with your privacy policy
- Staging tests before production rollout
- Documentation of what runs where
We may recommend code auditing on the existing stack before adding endpoints.
Platform integration
| Platform | Typical AI work |
|---|---|
| WordPress | Admin assistants, front-end chat, WooCommerce Q&A, workflow hooks |
| Shopify | Product discovery chat, support deflection, metafield automation |
| Custom CMS | Portal search, role-based tools, API layers for mobile clients |
Extend existing builds applies when the core site is sound and you need a focused AI module.
APIs without language models
Payment webhooks, CRM sync, inventory bridges and internal dashboards are scoped under integrations and extensions. AI features and plain API work are estimated separately.
SEO, GEO and discoverability
AI features do not replace technical SEO or clear service copy. We structure pages, FAQs and entity markup so search engines and generative tools can understand what you sell.
Chat and search answers should match factual content on the site. We align UI copy, schema and knowledge sources accordingly.
Relevant for small business websites, enterprise websites and landing pages where campaign copy must match public service descriptions.
Run our free website tester for a baseline on tags and performance before adding scripts and endpoints.
Engagement model
Discovery maps user journeys, data sources, compliance constraints and platform limits. You receive a fixed scope: endpoints, UI touchpoints, test plan and launch checklist.
After launch, managed web services can handle monitoring, API key rotation and model version updates. Larger programmes may involve services and platforms planning across multiple properties.
Related services
| Need | Service |
|---|---|
| Parent practice | Custom development |
| Connect CRM or payments | Integrations and extensions |
| Pre-build review | Code auditing |
| Conversion work on live traffic | Optimisation |
View pricing or contact us with your platform, use case and data residency requirements.
Technology we use in our development
Frequently asked questions
Chat assistants, knowledge-base search, content workflows, recommendations, classification and automation connected to your CMS, store or custom app.
Yes. We work with major LLM APIs and can route models based on cost, latency, data residency and privacy needs.
Yes. REST and webhook endpoints, CRM sync, payment hooks and internal tools are part of the same custom development practice.
Only where the feature requires it and you approve the flow. We document what leaves your environment, support redaction and can use self-hosted or regional endpoints when policy requires it.
Indirectly. Structured FAQs, clear service copy and schema markup help search and AI answer engines cite you accurately. AI features do not replace that foundation.
WordPress, Shopify, custom CMS builds and standalone PHP or Laravel applications. We extend existing sites or add new modules.