Applied AI
AI Integration
Introduce useful AI with structured output, validation, human review, representative evaluation, and explicit limitations.
- Starting at
- Base price
- $1,000
- Reference equivalents
- ≈ €870≈ ₴44,600
NBU snapshot · 03 Aug 2026
- Estimated delivery
- 4–8 business days
Overview
The $1,000 starter scope covers one concrete AI use case, one model or provider, one endpoint or bounded workflow, prompt and structured-output design, response validation, fallback or human review, a limited representative evaluation, and operating notes.
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
Included in the starter scope
- One concrete AI use case
- One model or provider
- One endpoint or bounded workflow
- Prompt and structured-output design
- Response validation
- Fallback or human-review path
- Limited representative evaluation
- Operating and limitation notes
Implementation process
- 1.
Assessment
Evaluate the use case, sample inputs, risk level, and expected value.
- 2.
Scope confirmation
Confirm model boundaries, acceptance metrics, human review, and cost constraints.
- 3.
Implementation
Implement the integration, validation, observability, and fallback behavior.
- 4.
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 foundation model
- An enterprise-wide RAG platform
- Guaranteed perfect answers
- Unlimited data preparation
“From” is the minimum price for the explicitly listed starter scope. Third-party fees and additional work are excluded; larger assignments receive a custom milestone quote.
USD is the base price. EUR and UAH amounts are owner-approved rounded references from the pinned NBU snapshot. “From” covers only the listed starter scope; final scope, currency, milestones, and price are confirmed in an individual proposal. Third-party fees and additional work are separate.
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
Ready to confirm the assignment?
Open the project request with this service selected and review the requirements before intake is enabled.
Order this service