AI Integration Services

Big AI ambitions, but a technology stack that was never built for them? Optimity Logics provides AI integration services that embed large language models, machine learning, and automation into the CRM, ERP, helpdesk, and internal tools your teams already use. We connect models to your data through secure APIs, add the guardrails and monitoring production demands, and deliver AI that works inside your workflows instead of beside them.

Talk To Our Integration Experts

Trusted By 250+ Happy Clients, Including Fortune 400 Companies

Integration audit first

We map your systems, APIs, data flows, and permissions before choosing where AI should plug in.

API-first connectivity

REST, GraphQL, webhooks, and event streams connect models to your systems without fragile workarounds.

Permissions respected

AI sees only the data each user is already allowed to see, enforced through your existing access controls.

Right model for each job

We route simple tasks to smaller, cheaper models and reserve frontier models for work that needs them.

Keep your stack

No rip-and-replace. AI is layered on top of your current software through adapters and middleware.

Humans approve writes

Reading is automatic. Actions that change records, send messages, or move money can require confirmation.

Built to fail gracefully

Timeouts, retries, fallbacks, and rate limits keep your core workflows running even when a model is slow or down.

Observable and cost-aware

Tracing, quality evaluation, and usage tracking show what AI is doing, how well, and at what cost.

70+

AI and ML specialists

300+

Engineering specialists

2700+

Projects delivered

1800+

Clients served

15+

Years in business

AI Integration Services to Connect Intelligence With Your Existing Systems

Most of the value in AI comes from connecting it to the systems where work already happens. Our AI integration services cover enterprise system connectivity, LLM and AI API integration, and the architecture, security, and operations that keep integrations reliable in production. We work with your CRM, ERP, helpdesk, data warehouse, and legacy applications, so AI becomes part of daily workflows rather than another tool to log into.

Enterprise System Integration

CRM AI Integration

Add lead scoring, call and email summarisation, next-best-action, and automated data entry to platforms such as Salesforce, HubSpot, and Microsoft Dynamics 365.

ERP AI Integration

Bring document extraction, forecasting, and natural-language reporting to ERP systems such as SAP, Oracle NetSuite, and Microsoft Dynamics, through supported APIs.

Helpdesk and ITSM Integration

Ticket triage, suggested replies, and knowledge search inside Zendesk, Freshdesk, ServiceNow, and Jira Service Management.

Collaboration Tool Integration

Assistants that work inside Slack, Microsoft Teams, Google Workspace, and Microsoft 365, where your teams already communicate.

Legacy System AI Integration

Connect AI to older applications through middleware, database access, or file-based interfaces, with RPA only where no better option exists.

Data Warehouse and BI Integration

Natural-language querying and AI-generated insight on top of Snowflake, BigQuery, Databricks, and your existing BI tools.

LLM and AI API Integration

LLM API Integration

Production-grade integration of models from Anthropic, OpenAI, Google, and cloud platforms such as Azure OpenAI and Amazon Bedrock, with streaming, retries, and structured outputs.

RAG Over Company Knowledge

Connect models to SharePoint, Confluence, Google Drive, Notion, and databases so answers are grounded in your documents and respect access rules.

AI Agents and MCP Tool Integration

Give agents controlled access to your tools and APIs using function calling and the Model Context Protocol, with approvals on sensitive actions.

Document and Email Intelligence

Extract, classify, and route data from invoices, contracts, forms, and inboxes straight into the systems that need it.

Voice and Speech Integration

Add transcription, voice assistants, and call analytics to contact centre and telephony platforms.

Embedded AI Features for SaaS Products

Ship summarisation, smart search, classification, and recommendations inside your own product, with usage limits and cost controls per customer.

Integration Architecture and Operations

API and Middleware Design

API gateways, adapters, and event-driven architecture that connect AI services to your applications cleanly and scale with demand.

Model Gateway and Routing

A single gateway for all model traffic that handles routing, fallbacks, caching, rate limits, and per-team cost tracking.

Data Pipelines for AI

Ingestion, cleaning, chunking, and indexing pipelines that keep AI features supplied with fresh, accurate data.

Security, Identity and Access

Single sign-on, scoped OAuth tokens, role-based access, PII redaction, and audit logs for every AI interaction.

Evaluation, Monitoring and Cost Control

Quality benchmarks, tracing, alerting, and usage dashboards so integrations stay accurate and affordable after launch.

Private and On-Premises Deployment

Run models inside your cloud account or data centre, using cloud-hosted private endpoints or self-hosted open-weight models.

Ready to Put AI to Work Inside Your Existing Systems?

From integration audit and architecture to secure deployment and monitoring, Optimity Logics connects AI to your CRM, ERP, and data without disrupting how your teams work.

Discuss Your Integration

Pre-Built API, Fine-Tuned, or Custom Model: What Should You Integrate?

The model you plug in shapes your integration effort, data exposure, and running cost. Most integrations start with a pre-built API and move to a tuned or custom model only when accuracy, privacy, or economics demand it.

Matrix

Pre-built API

Fine-tuned model

Custom model

Integration effort

Lowest, call a hosted API

Moderate, adds training and hosting steps

Highest, you own the full stack

Data handling

Data is processed by the provider under its terms

Training data is prepared and governed by you

Data can stay entirely inside your environment

Cost profile

Pay per use, scales with volume

Training cost plus per-use or hosting cost

High upfront and infrastructure cost

Right when

Tasks are standard and speed matters

Domain accuracy is the priority

Strict control or unique requirements apply

Structured Process We Follow to Integrate AI Into Your Systems

From integration audit and architecture to secure build, evaluation, and monitoring, we follow a disciplined approach that adds AI to your stack without putting existing operations at risk.

Discovery and integration audit

System inventory, API and data-flow mapping, permission review, and use-case prioritisation. Produces a written recommendation and a fixed estimate before development begins.

Architecture and security design

Integration patterns, model selection, identity and access design, data residency decisions, and a target architecture covering cost and resilience.

Thin-slice proof of integration

One end-to-end workflow built against real systems and data, to test the riskiest assumptions before wider rollout.

Build and connect

Connectors, gateway, retrieval, and orchestration developed with tested code, secrets management, and infrastructure as code.

Evaluate and harden

Quality benchmarks on real examples, prompt-injection and permission testing, load tests, and failure-mode drills.

Deploy, monitor, and improve

Staged rollout, tracing and alerting, cost tracking, and regular re-evaluation as models, data, and workflows change.

How We Secure and Govern AI Integrations

Data access and privacy

Requests carry the user's identity so AI only retrieves what that person may already see. PII is redacted before it leaves your environment, data residency is respected, and provider settings and contract terms are chosen to keep your data out of model training.

Frameworks we build to

GDPR, HIPAA and HITECH, CCPA and CPRA, SOC 2, ISO 27001, ISO 42001, the EU AI Act, NIST AI RMF, and the OWASP Top 10 for LLM Applications.

Secure tool and API access

Least-privilege service accounts, scoped OAuth tokens, secrets kept in a vault, confirmation on write actions, rate limits, and an audit log of every call an AI system makes on your behalf.

Reliability and failure handling

Timeouts, retries with backoff, circuit breakers, model fallbacks, and graceful degradation keep business processes running when a provider is slow or unavailable, while spend caps prevent runaway cost.

AI Integration Technologies and Tools We Use

We choose each tool for the job it does in the integration, from model access and connectors to security, observability, and deployment, and recommend what fits your stack rather than what is fashionable.

Model APIs and cloud AI platforms

Anthropic Claude APIOpenAI APIGoogle Gemini APIAzure OpenAIAmazon BedrockVertex AI

Self-hosted inference

vLLMOllamaLlamaMistralQwen

Model gateways

LiteLLMPortkeyOpenRouterKong AI Gateway

Tool and agent connectivity

MCPFunction callingOpenAPIWebhooksStructured output

Orchestration frameworks

LangChainLangGraphLlamaIndexCrewAIOpenAI Agents SDK

Workflow automation

n8nZapierMakeMicrosoft Power AutomateTemporal

API and middleware

RESTGraphQLgRPCMuleSoftApache CamelApigee

Event streaming and queues

Apache KafkaRabbitMQAmazon SQSGoogle Pub/SubRedis Streams

CRM and ERP platforms

SalesforceHubSpotMicrosoft Dynamics 365SAPOracle NetSuiteZoho CRM

Helpdesk and ITSM

ZendeskFreshdeskServiceNowJira Service ManagementIntercom

Collaboration and knowledge tools

SlackMicrosoft TeamsGoogle WorkspaceMicrosoft 365ConfluenceNotion

Vector and search stores

PineconeWeaviateQdrantMilvuspgvectorElasticsearch

Document processing

UnstructuredDoclingLlamaParseAzure Document IntelligenceAmazon Textract

Identity and access

OAuth 2.0OpenID ConnectSAML SSOOktaMicrosoft Entra IDHashiCorp Vault

PII protection and guardrails

Microsoft PresidioNeMo GuardrailsGuardrails AILlama Guard

Evaluation and observability

RagasDeepEvalPromptfooLangSmithLangfuseOpenTelemetry

Backend and data platforms

PythonFastAPINode.jsTypeScriptPostgreSQLMongoDBSnowflakeBigQueryDatabricks

Cloud and DevOps

AWSMicrosoft AzureGoogle CloudDockerKubernetesTerraformGitHub ActionsDatadog

Industries We Integrate AI Into

We integrate AI into the software businesses already run on, so teams in every industry get smarter search, faster decisions, and less manual work without replacing the systems they trust.

AI Integration for SaaS and Software Products

We add AI features directly into your existing product, such as smart search, content summaries, recommendations, and in-app assistants, using secure APIs and your current architecture. Your team ships new capabilities without rebuilding the product or disturbing the roadmap.

AI Search and Recommendation Features
Summarisation and Content Generation Modules
LLM API Integration into Existing Backends
Usage Metering and Cost Control Layers
Feature Flags and Gradual AI Rollouts

AI Integration for Retail and E-Commerce

We connect AI to your store, inventory, and customer data so product descriptions, support replies, and recommendations update from live information. Shopify and custom storefronts gain intelligent features while orders and stock continue to flow through the systems you already use.

Shopify and Storefront AI Integration
Automated Product Description Generation
Personalised Product Recommendation Engines
AI-Assisted Customer Support Replies
Inventory and Order Data Connectors

AI Integration for Healthcare and Clinics

We integrate AI into hospital and clinic software to support documentation, scheduling, and patient communication, with strict access control and audit logs. Staff save time on routine entries while sensitive decisions always remain with qualified professionals.

Integration with Hospital and Clinic Management Systems
Clinical Note Summarisation Support
Appointment and Reminder Automation
Patient Query Assistants with Staff Handover
Access Control and Audit Logging for AI Actions

Why Teams Choose Optimity Logics for AI Integration

Four things separate this from a typical AI integration engagement. Discovery ends in a fixed approach rather than a range that moves. Your existing permissions and systems stay in charge. The integration team draws on a 300+ person engineering organisation with fifteen years of integration work behind it. And you own the code, the connectors, the configuration, and the documentation from day one.

Discovery produces a number, not a range that moves

Every engagement opens with discovery ending in a fixed estimate. Scope changes are change requests, not surprises.

Fifteen years of integration experience

Connecting systems has been our core work for over a decade, so ERPs, CRMs, and legacy databases are familiar ground.

Model-agnostic by design

A gateway layer lets you switch or combine providers as prices and capabilities change, without rewriting integrations.

Security and permissions first

AI inherits your existing access rules, with redaction, approvals, and audit trails designed in from the start.

Production reliability

Fallbacks, rate limiting, monitoring, and cost caps mean AI features behave like any other dependable part of your platform.

Full ownership, zero lock-in

Connectors, infrastructure as code, evaluation sets, and documentation are yours from day one.

WHAT CLIENTS SAY

Behind every testimonial is a business problem solved, a system improved, or a product successfully launched. Here is how our clients describe their experience working with Optimity Logics.

Let’s Build Something Great Together

We are grateful that Optimity Logics joined our project as a Next.js / React / Tailwind developer. Optimity Logics is a top-tier team that delivers features and fixes at a very fast pace with high quality. The quality and reliability of their work significantly reduce testing and project management effort. They communicate effectively: they are responsive, proactive, and kept us informed throughout the entire project. We believe Optimity Logics is a highly valuable asset to any project and our top choice when seeking to expand our front-end engineering team.

- CTO (Greece)

Optimity Logics was an absolute pleasure to work with! They did a wonderful job building our website on Contentful and went above and beyond by providing best practices and guidance for our team to use moving forward. They operated as dedicated and thoughtful members of our organization throughout the project. The end result delighted everyone on our team, including exec leadership. I would recommend them to anyone looking for web or IT work. I hope to work with them again in the future!

- PR Manager (USA)

I am thrilled to share my experience working with Optimity Logics. They did an outstanding job migrating our production server flawlessly, ensuring our product's stability. Additionally, they identified and resolved an existing issue with the AutoDesk Viewer, including 360 View, Floor Plan, 3D Model, and Gallery View integration. I am extremely impressed with their responsiveness, expertise, and dedication to this task. Optimity Logics' work exceeded my expectations, and I will definitely keep them in mind for future projects. Highly recommended!

- CEO (UK)

I recently had the pleasure of collaborating with Optimity Logics on a development project, and their performance exceeded all expectations. The team demonstrated exceptional expertise, professionalism, and dedication throughout the project, showcasing a profound understanding of the task at hand. Their technical proficiency was evident in every aspect, from meticulous planning to flawless execution, combined with a proactive approach to problem-solving and a commitment to delivering high-quality results. Communication was seamless, with regular updates and prompt resolutions to any concerns, ensuring smooth progress from start to finish. Optimity Logics went above and beyond to meet our needs, and their contributions were invaluable to the project's success. I am immensely grateful for their work and would not hesitate to recommend them to anyone seeking skilled and reliable development partners.

- CEO (Nigeria)

The Optimity Logics team showcased outstanding expertise in Fullstack development. Their collaborative efforts resulted in timely delivery and exceptional communication throughout the project. I would confidently engage their team again and wholeheartedly recommend them to others.

- Founder and Senior Manager (USA)

Optimity Logics did an amazing job bringing complex user stories and requirements to life through their invaluable knowledge and expertise. We appreciate all the feedback, guidance, and encouragement they provided to our junior developers. They are easy to communicate with and ask the right questions. They were consistent with daily scrum meetings and displayed great leadership skills.

- Sr. Ventures Manager (USA)

The Optimity Logics team excelled in delivering the project within a tight timeframe, maintaining exemplary coding standards, and achieving remarkable results. Their proficiency in React, Node.js, MongoDB, Express, and AWS was evident. I highly recommend their top-notch development services and look forward to future collaborations.

- Product Owner (UK)

Optimity Logics excelled with our website project, delivering exceptional results promptly. Their efficiency and dedication to excellence impressed us. Dealing with Optimity Logics is always a pleasure; their team exemplifies professionalism and expertise. We eagerly anticipate future collaborations with such a standout company.

- Founder and CEO (USA)

Optimity Logics executed a flawless server migration, showcasing AWS expertise. Their swift work, coupled with invaluable support, was remarkable. We extend heartfelt gratitude for their outstanding service.

- General Manager (USA)