AI Software Development Consulting — Production-Ready AI Coding for Enterprise
AI coding tools promise 55% productivity gains, yet most enterprise pilots stall in proof-of-concept. Your developers experiment with Claude Code, Copilot and Cursor, but security reviews block production rollout, governance is unclear, and quality regressions appear in code review. Opsio's AI software development consulting puts AI-assisted delivery into production safely, with the guardrails, SOC 2 controls and engineering practices regulated industries require.
Trusted by 100+ organisations across 6 countries
55%
Faster Delivery
40%
Fewer Defects
6 weeks
To Production
SOC 2
Aligned Controls
What's Included
Tool Selection & Architecture
Vendor-neutral evaluation of Claude Code, GitHub Copilot Enterprise, Cursor, Windsurf, Devin and open-source agentic frameworks against your stack, security posture and developer workflows. We design the reference architecture, model routing rules and per-workload tool assignment so each task uses the right assistant.
Secure Enterprise Rollout
SSO integration via Okta or Entra ID, data residency controls, secrets scrubbing, prompt injection defences, content filters and audit logging. We harden every tool against the OWASP LLM Top 10 and document controls for SOC 2 Type II and ISO 27001 Annex A auditors.
CI/CD & Policy-as-Code Integration
AI-generated code follows the same path as human code: signed commits, branch protection, mandatory review, automated SAST and SCA scanning, and policy-as-code via Open Policy Agent or Conftest. Agentic pull requests are clearly labelled and routed through quality gates.
Developer Enablement & Pairing
Hands-on workshops, pair-programming sessions with our senior AI delivery engineers, internal prompt libraries, and a centre of excellence model so your teams build durable capability rather than depending on us indefinitely. Enablement is measured against adoption, retention and satisfaction metrics.
Quality & Evaluation Engineering
Custom evaluation harnesses test models and agents against your real codebases and tasks, not synthetic benchmarks. We instrument quality metrics including escape defect rate, review cycle time and test coverage to prove AI-generated code meets or exceeds human-written baselines.
Productivity Measurement
We baseline current delivery using DORA metrics (lead time, deployment frequency, change failure rate, MTTR) and SPACE metrics (satisfaction, performance, activity, communication, efficiency), then measure uplift quarterly with executive-ready dashboards and ROI attribution per tool.
Opsio is our partner for IT operations and cyber security – a crucial part of our business. We roast 12 million cups of coffee each day, and therefore have high demands for availability and reliability to deliver the best possible quality for our customers. Our partnership with Opsio is vital for us to succeed with this central function.
Magnus Norman
Head of IT · Löfbergs
Why Your Business Needs AI Software Development Consulting
AI-assisted software development has moved from novelty to non-negotiable. GitHub research reports developers using Copilot complete tasks 55% faster, and Anthropic's Claude Code is now used by engineering teams at most of the Fortune 500 for production work. Yet a 2025 McKinsey study found that 78% of enterprise AI coding pilots never reach production, blocked by security review, governance gaps, intellectual property concerns and integration friction with existing CI/CD pipelines. The cost of inaction is widening: competitors who industrialise AI coding ship features two to three times faster, while teams stuck in pilot mode lose talent and market position. Opsio's AI software development consulting helps CTOs, VPs of Engineering and Heads of Platform move past the pilot trap. We deploy and operationalise the full modern AI coding stack — Claude Code for agentic refactoring and feature delivery, GitHub Copilot for inline completion, Cursor and Windsurf for IDE-native AI pair programming, and Devin-class autonomous agents for well-scoped maintenance work. We integrate these tools into your existing GitHub or GitLab workflows with branch protection, signed commits, and policy-as-code so AI-generated code follows the same review path as human code.
Without proper governance, AI coding tools introduce real risk: licence contamination from training data, prompt injection in agent workflows, sensitive data leaking into model contexts, and hallucinated APIs that pass tests but fail in production. We solve this with a defence-in-depth approach covering data residency, secrets management, model selection per workload, and audit trails sufficient for SOC 2 Type II and ISO 27001 evidence collection.
Every Opsio engagement includes tool selection aligned to your stack and threat model, secure rollout patterns for Claude Code Consulting and other agent platforms, integration with Vibe Coding for Business workflows where appropriate, hardened pipelines through our Secure AI-Assisted Software Development practice, and measurable productivity uplift via AI Developer Productivity Consulting. The four sub-practices combine into one cohesive programme that treats AI coding as a capability, not a tool licence.
Common challenges we resolve: developers using personal Claude or ChatGPT accounts with production code, security teams blocking AI tools because no governance exists, engineering leaders unable to prove ROI from $50-200 per seat per month spend, code review processes overwhelmed by AI-generated pull requests, and quality regressions because tests were written by the same AI that wrote the code. If any of these sound familiar, you need structured AI software development consulting.
Our AI delivery assessment evaluates your current tooling, security posture, developer workflows and quality metrics, then builds a 90-day adoption roadmap. We are tool-flexible — whether you standardise on Claude Code, GitHub Copilot Enterprise, Cursor or a mix, we engineer the governance and integration layer that makes adoption safe and measurable. Pricing for typical enterprise engagements runs $5,000 to $50,000 per month depending on team size and scope, with most clients reaching production-ready AI workflows in six to ten weeks. Featured reading from our knowledge base: Software Development and Consulting Services for Modern Businesses, Transforming Software Development with CI/CD consulting Sweden, and Software Development Consulting Services: Enhancing Operational Efficiency. Related Opsio services: Secure AI-Assisted Software Development for Enterprise Teams, Vibe Coding for Business – From Prototype to Production, AWS DevOps Consulting — Native AWS Delivery Pipelines, and Claude Code Consulting & Enterprise Implementation.
How Opsio Compares
| Capability | DIY / In-House | Generalist Vendor | Opsio AI Software Consulting |
|---|---|---|---|
| Tool selection rigour | Ad-hoc, vendor pitches | Single-tool bias | Vendor-neutral evaluation |
| Security & governance | Often blocked by InfoSec | Generic policies | SOC 2 / ISO 27001 aligned |
| CI/CD integration | Months of internal work | Basic integration | Policy-as-code, signed commits |
| Productivity measurement | Anecdotal | Vendor self-reported | DORA + SPACE baselined |
| Time to production | 6-12 months | 3-6 months | 6-10 weeks |
| Typical monthly cost | $80K-200K (3+ FTEs) | $30K-80K (limited scope) | $5K-50K (full programme) |
Ready to get started?
What You Get
Pricing & Investment Tiers
Transparent pricing. No hidden fees. Scope-based quotes.
AI Delivery Assessment
$8,000–$20,000
One-time, 2 weeks
Consulting Engagement
$5,000–$50,000/mo
Team size and scope
Enterprise Programme
$50,000–$150,000/mo
Multi-team rollout
Transparent pricing. No hidden fees. Scope-based quotes.
Questions about pricing? Let's discuss your specific requirements.
AI Software Development Consulting — Production-Ready AI Coding for Enterprise
Free consultation