Applied AI
AI Integration
Use AI where it creates practical value without hiding risk, cost, or human oversight.
- Starting at
- Base price
- $250
- Reference equivalents
- ≈ €220≈ ₴11,200
NBU snapshot · 03 Aug 2026
- Estimated delivery
- 2–3 business days
Overview
We define the task, data boundary, quality threshold, and fallback behavior before connecting an AI model. The integration is designed for observability, responsible prompting, and explicit handling of uncertain outputs.
Who this is for
Teams with a concrete classification, extraction, assistance, search, or content workflow—not a vague request to ‘add AI.’
Problems solved
- Manual review of repetitive text or structured information
- AI experiments that lack quality controls
- Disconnected prototypes that cannot fit an operational workflow
Deliverables
- Use-case and risk definition
- Working integration for the confirmed workflow
- Prompt, validation, and fallback design
- Quality evaluation notes and operating guidance
Implementation process
01
Assessment
Evaluate the use case, sample inputs, risk level, and expected value.
02
Scope confirmation
Confirm model boundaries, acceptance metrics, human review, and cost constraints.
03
Implementation
Implement the integration, validation, observability, and fallback behavior.
04
Verification and handover
Test representative cases, document limitations, and hand over the workflow.
Required from the client
- A specific business task and expected output
- Synthetic or lawfully usable sample data
- Approved provider access when required
- Quality and risk acceptance criteria
Not included
- Third-party licenses, hosting, subscriptions, and provider fees
- Work outside the confirmed scope unless separately approved
- Guaranteed revenue, conversion, ranking, or other business outcomes
- Long-term support or ongoing operations unless separately agreed
- Training a proprietary foundation model or guaranteeing factually perfect output
Prices shown are starting estimates for clearly scoped assignments. Final price and timing are confirmed after requirement review.
USD is the base price. EUR and UAH amounts are approximate reference values. Final currency and price are confirmed after scope review. Payment instructions appear only in a valid payment context.
Frequently asked questions
Can you choose the AI provider?
Yes. We compare the task, privacy boundary, quality, latency, and cost before recommending an appropriate provider.
How are unreliable answers handled?
The agreed design can include validation, confidence thresholds, human review, constrained outputs, and a non-AI fallback.
Related services
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