AI Development
Custom GPT Integration Services
We integrate GPT into real product workflows—summaries, extraction, assistants, automation—with tool calling, guardrails, and evaluation so the feature behaves predictably in production.
Overview
What this service is
This service turns an AI idea into a shipped feature: workflow design, prompt and context strategy, and an implementation that handles real inputs and edge cases.
We use tool calling (functions) where it improves reliability—structured extraction, API actions, or database queries—so outputs are consistent and useful.
You get a production-ready integration with cost controls, monitoring hooks, and fallback behaviour to keep user trust high when the model is uncertain.
Benefits
What you get
AI features that feel reliable
Tool calling and guardrails reduce unpredictable output and improve user trust.
Faster workflows for users and teams
Automate summaries, extraction, and repetitive tasks to save time and reduce manual work.
Cost and latency awareness
Token usage and caching strategies to keep operating costs predictable as usage scales.
Safer production behaviour
Fallbacks, refusal patterns, and permission-aware access where needed.
Easier iteration over time
Evaluation hooks and prompt structure so quality improvements are measurable.
Integration-ready delivery
APIs and workflows built to connect with your product systems cleanly.
Features
What we deliver
Workflow + UX design for AI
We design how the feature behaves: inputs, outputs, user control, and error/fallback UX.
Prompt + context strategy
Structured prompts, retrieval/context rules, and formatting to improve consistency.
Tool calling / function integrations
Connect GPT to APIs and systems safely for actions, lookups, and structured results.
Quality evaluation hooks
Test cases and feedback capture so you can iterate on prompts and tools confidently.
Cost controls and caching
Usage limits, caching, and model selection guidance to keep latency and cost in check.
Deployment + monitoring
Observability hooks and production rollout guidance so issues are traceable and fixable.
Process
How we work
Discovery
We define the workflow, inputs/outputs, constraints, and what “good” looks like for the feature.
Design
We build the prompt/tool plan, fallback behaviour, and evaluation approach before implementation.
Implementation
We integrate GPT with your app and APIs, add guardrails, and ship a usable end-to-end flow.
Evaluation
We test against representative cases and improve prompts/tools until quality is stable.
Launch + Handoff
We deliver monitoring guidance and documentation so your team can iterate and extend the feature.
Tech Stack
Technologies we use
Core
Tools
Services
Use Cases
Who this is for
Summarisation and brief generation
Turn long threads or documents into structured summaries for teams and customers.
Structured extraction
Extract entities and fields into JSON for CRMs, ticketing, or internal systems.
Support triage automation
Classify requests, suggest replies, and route tickets with context and prioritisation.
Product assistant workflows
Context-aware assistants that can look up data, guide tasks, and perform controlled actions.
Internal automation features
Generate drafts, normalise data, and automate repetitive steps with guardrails and approvals.
FAQ
Frequently asked questions
Yes. Prompt and response workflow design is a core part of delivery, along with evaluation so improvements are measurable.
Yes. We implement tool calling with strict schemas, permissions, and guardrails so actions are controlled and auditable.
We use caching, model selection, rate limits, and workflow design to reduce unnecessary tokens and latency.
Yes. Many teams start with workflow automation and add retrieval once the value is proven and documents are ready.
Yes. You receive full source code and handoff notes for the integration and evaluation hooks.
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Regional
Delivery considerations for your region
Compliance & Data (Canada)
For Canadian teams, we focus on practical privacy and security: least-privilege access, clear boundaries, and reviewable operational controls.
We can align implementation with SOC 2 / ISO-friendly practices (without claiming certification) and support documented data flows.
- SOC 2 / ISO-friendly patterns (no certification claims)
- Least-privilege access and secure session handling
- Retention/deletion and export flows where required
- PII-safe logging + access boundary documentation
- NDA and vendor onboarding docs on request
Timezone & Collaboration (North America)
We work with Canadian teams with North America overlap and meeting windows that fit your schedule.
Delivery stays predictable via weekly milestones, async updates, and clearly documented decisions.
- North America overlap and responsive communication
- Async-first updates with written scope decisions
- Weekly milestone demos and progress checkpoints
- Clear escalation path for blockers
- Tight change control with clear sign-offs
Engagement & Procurement (Canada)
We support procurement-friendly delivery: clear scope, change control, and billing cadence aligned to milestones when appropriate.
We can invoice in CAD for CAD-based engagements where required.
- CAD-based engagements and invoicing options
- Milestone-based billing and scope sign-offs
- Time-and-materials for evolving requirements
- Vendor onboarding pack on request
- Optional paid discovery to de-risk delivery
Security & Quality (North America)
We keep quality visible: clean PRs, reviewable changes, and test coverage that matches the risk of each feature.
Performance budgets and release discipline help maintain stability as the product scales.
- CI-friendly testing: unit + integration + smoke tests
- Performance budgets + bundle checks
- Structured release notes + rollback-safe deployments
- Security checklist for auth, roles, and data flows
- Observability hooks (logs + error tracking) ready for production
Want GPT features that ship safely?
Share the workflow you want to automate. We’ll propose a prompt/tool strategy, rollout plan, and measurable success criteria.
Evaluation + fallback patterns included.