AI & Machine Learning

AI Integration & Automation

Add assistants, workflow automations, and AI customer service automation that feel native to your product—delivered with US working-hour overlap (EST/PST) and production-ready reliability.

Timeline6-12 weeks
Starting at$700

Benefits

What you get

Model-agnostic delivery (OpenAI, Claude, Bedrock)

AI workflow automation services USA teams use for tickets, CRM, and ops

RAG knowledge bases with citations and permission-aware retrieval

Tool calling + approval gates for safe actions

Document parsing & structured extraction (PDFs, forms, emails)

Voice + vision features when useful

Evaluation, monitoring, and iteration (quality improves over time)

Features

What we deliver

AI Assistants (In-Product)

Chat and command interfaces with memory, tool calling, and safe fallbacks—designed for real user workflows, not demos.

RAG Knowledge Bases

Retrieval systems that answer from your docs with citations, excerpts, and permission-aware access when required.

Workflow Automation

Automate ops and support tasks using structured prompts, function calling, approvals, and audit-friendly logs.

Document Intelligence

Extract data from PDFs, forms, and unstructured content—normalize it into clean JSON your systems can use.

Voice & Vision

Speech-to-text, text-to-speech, and image understanding for voice notes, call summaries, or visual inputs.

Quality & Safety Layer

Evals, regression tests, red-team scenarios, and analytics so accuracy improves over time and failures are visible.

Process

How we work

1
1-2 weeks

Discovery

Requirements gathering and planning

2
2-3 weeks

Design

UI/UX design and prototyping

3
6-12 weeks

Development

Iterative sprints with demos

4
1-2 weeks

Launch

Deployment and support

Tech Stack

Technologies we use

Core

OpenAI (GPT family)Anthropic ClaudeAWS BedrockVercel AI SDK

Tools

LangChain / SDK-firstPineconeWeaviateChroma / pgvector

Services

Whisper (STT)ElevenLabs (TTS)Hugging Face

Use Cases

Who this is for

AI Customer Service Automation

Grounded answers from your docs and tickets, deflection where safe, and clean human handoff when confidence is low.

Internal Knowledge

Search + Q&A across SOPs, wikis, and docs so teams find answers fast—with citations and access control.

Ops Automation

Summaries, routing, tagging, and structured extraction that reduce manual work while keeping reviews in the loop.

Product Intelligence

Natural language queries over product data, dashboards, and events—turning metrics into decisions.

FAQ

Frequently asked questions

Timeline depends on scope. MVPs typically take 8-12 weeks, while larger projects can take 4-6 months. We provide detailed timelines during the estimate phase.

We offer both fixed-price and time-and-materials pricing. Fixed-price works best for well-defined projects, while T&M is ideal for evolving requirements.

Yes, we offer maintenance packages including bug fixes, security updates, and feature enhancements after launch.

Related Services

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Regional

Delivery considerations for your region

Compliance & Data (US)

For US teams, we build with auditability in mind: clear access boundaries, least-privilege roles, and reviewable operational controls.

We can align delivery with SOC 2 / ISO-friendly practices (without claiming certification): evidence-ready logs, secure-by-default config, and clear ownership.

  • SOC 2 / ISO-friendly implementation patterns (no certification claims)
  • Least-privilege access and permission boundaries
  • Security review checklists for auth, payments, and data flows
  • PII-safe logging + incident response playbooks (on request)
  • Retention and deletion flows where required
  • NDA + vendor onboarding docs on request

Timezone & Collaboration (Americas)

We support teams across the Americas with meeting windows that work for EST/CST/MST/PST.

We keep delivery predictable with weekly milestones, concise async updates, and written decisions to reduce calendar load.

  • Americas overlap with EST/PST-friendly windows
  • Async-first updates with written decisions
  • Weekly milestone demos + change control
  • Fast turnaround on blockers and clarifications
  • Clear owner per workstream and escalation path

Engagement & Procurement (US)

US-friendly engagement structure: clear SOWs, milestone billing, and invoice cadence that fits typical procurement workflows.

If you need vendor onboarding artefacts, we can provide security posture summaries and delivery process documentation.

  • USD invoicing and milestone-based payment schedules
  • SOW + scope lock options for fixed-scope work
  • Time-and-materials for evolving requirements
  • Procurement-ready documentation on request
  • Optional paid discovery to de-risk delivery

Security & Quality (US)

We ship with a security-first checklist and performance budgets—so releases stay stable under real traffic.

Expect clean PRs, reviewable changes, and production-ready testing from day one.

  • Threat-aware checks for auth, roles, and sensitive data flows
  • CI-friendly testing: unit + integration + critical path smoke tests
  • Performance budgets (Core Web Vitals-minded) and bundle checks
  • Structured logging + error tracking hooks (Sentry-ready)
  • Rollback-safe releases and clear release notes
Ready to start?

Want help with AI integration?

Tell us what you want to automate and what tools you use—we’ll propose a rollout plan with measurable success metrics and USD-based delivery.

Reply within 2 hours. No-pressure consultation.

    AI Automation Service in USA | Softment | Softment