Embed text classification or summarization into an existing application
Reduce repetitive work and make the process more consistent.
Implementation / Technology
LLM & API Integration
Add language-model capabilities to an existing product or workflow.
Independent specialist matchingIndicative project range: €10k–€50k+
THE OPPORTUNITY
What is LLM & API Integration?
Connect LLM capabilities to internal applications, data sources and APIs. Add language-model capabilities to an existing product or workflow. The scope depends on your current systems, the quality of available data and the outcome you need to achieve.
Instead of starting with a specific tool, the first step is understanding your current process, the people involved and the systems that need to work together.
Who is this for?
Product and engineering teams embedding AI capabilities into existing software
When does it make sense?Best fit when the application has a clear integration point, data controls and test cases.
DOES THIS SOUND FAMILIAR?01 02 03
Where businesses get stuck
Users copy content into separate AI tools because the core application lacks summarization, extraction or classification.
Your existing software contains valuable text and document data, but users still need to copy information into external AI tools. You want AI functionality inside the product they already use.
What you can solve
Explore common challenges this service is designed to address.
Extract structured fields from messages through an LLM API
Connect information and workflows across relevant teams.
Add multilingual assistance with cost and latency controls
Improve visibility, controls and the quality of day-to-day execution.
FROM CHALLENGE TO WORKFLOW
How the solution works
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A case-management application sends selected text to a language-model API, validates the structured response and displays it inside the existing workflow, with audit logging and access controls.
The exact solution depends on your existing systems, data and operational requirements.
BUSINESS VALUE
How it can help your organization
Relevant business outcome
Embed text classification or summarization into an existing application.
Practical delivery
Best fit when the application has a clear integration point, data controls and test cases.
Measures worth tracking
API latency; output validity; cost per request; review rate.
EXPERT MATCHING
What expertise should your project team have?
Different AI projects need different skills. perivaro reviews your business challenge, current systems and desired outcome before identifying the relevant type of independent specialist.
Likely project focus
Product and engineering teams embedding AI capabilities into existing software
What to measureAPI latency; output validity; cost per request; review rate
How matching worksShare your requirements in plain language. A proposed specialist is only confirmed after an individual review of suitability and availability.
SCOPE & DELIVERABLES
What a project may include
- Architecture and API integration
- Security, cost and latency controls
- Evaluation and production monitoring
Final deliverables, timeline and pricing are agreed with the proposed specialist after a review of your requirements.
BEFORE YOU START
What a specialist will need to know
- Your current process, tools and key stakeholders
- The business outcome you want to achieve
- Available data, integrations and security requirements
- Indicative budget, timeline and success criteria
FREQUENTLY ASKED QUESTIONS
Questions about LLM & API Integration
Is LLM & API Integration the right solution for my company?
Best fit when the application has a clear integration point, data controls and test cases. If you are unsure, describe the underlying problem rather than choosing a technology.
Which KPIs should we track?
Relevant measures include API latency; output validity; cost per request; review rate. The exact baseline and success criteria should be agreed before work starts.
How much does this service cost?
The indicative range shown for this category is €10k–€50k+. Pricing is not a fixed offer; it depends on the project scope, integrations, data readiness and delivery requirements.
Can you help define my requirements?
Yes. You can describe your challenge in plain language. We review the request and help identify the relevant specialist expertise before a proposal is prepared.
Who will deliver the project?
Most projects are delivered by independent specialists or implementation partners. An individual specialist is only proposed after availability and fit have been reviewed.
How do I get a tailored quote?
Use the project discovery form to describe your goals and provide contact information. A tailored proposal requires a manual project review.
What should we prepare before a discovery call?
A short description of the current process, relevant tools, the people involved and the outcome you want is enough to begin. Screenshots, workflow diagrams or sample documents can help, but avoid submitting sensitive information through the initial form.
Will this work with our existing software?
Compatibility depends on your software, available APIs, data permissions and security requirements. Integration feasibility is reviewed during scoping, rather than assumed in advance.
How do we measure whether the project succeeds?
Define a baseline and agree on relevant indicators such as processing time, manual effort, error rates, response quality or AI visibility. Not every benefit is guaranteed, and results need to be measured after implementation.
How long does an implementation usually take?
Timing depends on the scope, data quality, approvals and integrations. A limited pilot may be substantially quicker than a multi-system rollout. The delivery partner provides a timeline after assessing the requirements.
Who owns the solution and ongoing support?
Ownership of deliverables, intellectual property, software licenses, hosting and support should be agreed in writing with the delivery partner before work begins. perivaro does not automatically become the implementation provider.
NEXT STEP
Have a project in mind?
Describe your challenge. We'll help clarify the scope and review suitable expertise.
Start project discovery →No commitment to purchase. Your requirements are reviewed before a specialist is proposed.