Softment
AIAssistants, RAG, multimodal features, enterprise AI

Technology

Gemini

Gemini implementation for production software delivery with clean architecture, maintainability, and predictable rollout. Built for Canada teams with North America overlap.

Best For

Ideal use cases

Products needing multimodal inputs (text + image) where applicable

Teams already using Google Cloud for data and infrastructure

Workflows needing strong integration with GCP services

What We Build

Projects we deliver

Multimodal assistants and copilots

Document and image understanding pipelines

RAG features integrated with existing platforms

Ecosystem

Compatible tools & integrations

Seamless Integrations

Works with your existing stack

4+ supported
Gemini API integration
GCP auth and project setup
Tool calling and structured output patterns
Evaluation and observability hooks

Use Cases

Recommended use cases

Document and screenshot understanding features

AI assistants connected to GCP-based systems

Enterprise copilots with governance needs

Delivery

How we deliver

We design integrations to fit your auth and data access constraints.

We add cost/latency controls via caching and routing strategies.

We ship with evals and monitoring for production confidence.

FAQ

Frequently asked questions

Yes. We can scope multimodal features and define quality thresholds with fallbacks for low-confidence cases.

Yes. We commonly integrate with GCP storage, databases, and identity systems where it fits your architecture.

We implement caching, batching, and routing to manage cost and latency based on real usage patterns.

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
Ready to start?

Want to scope this properly?

Share your requirements for Canada delivery. CAD-based engagements.

Reply within 2 hours. No-pressure consultation.