Merito accelerates Inflectra's AI-powered QA transformation with Claude

Inflectra, working with Merito, a software quality assurance and application lifecycle management company, deployed Anthropic Claude models across its flagship products and internal R&D workflows. Merito as their AI systems integrator helped designed a multi-model Claude architecture on Amazon Bedrock that now powers automated testing in Rapise, AI assurance in SureWire, and internal engineering workflows in Amazon Kiro, cutting test-script creation time by as much as 90%.

With Merito and Claude, Inflectra was able to:

Deploy Claude Sonnet, Haiku, and Opus across Rapise, SureWire, and internal R&D, all running inside Inflectra's own Amazon Bedrock accounts
Cut test script creation in Rapise from hours of manual scripting to seconds, using Claude Haiku for high-speed, cost-efficient generation
Replace manual, error-prone compliance auditing with automated risk and assurance mapping in SureWire, powered by Claude Opus and Sonnet
Lift internal developer velocity 30%+ on code generation and documentation through Amazon Kiro
Build a task-complexity-based model routing layer that holds sub-second latency while optimizing cost-per-token across every product surface
Use Claude's text, visual processing, and computer-use capabilities to bring AI assurance to non-deterministic, agentic systems, not just traditional scripted software

The Challenge:

Inflectra needed to rapidly embed advanced, enterprise-grade AI capabilities into its flagship products SpiraPlan, Rapise, and SureWire, to keep pace with rising demand for AI-driven software development lifecycle (SDLC) management. The company also wanted to inject AI efficiencies into its own internal development workflows via Amazon Kiro.

The complexity sat beneath the surface. Infusing three distinct Claude models: Sonnet, Haiku, and Opus, across a mix of legacy and modern architectures required specialized prompt engineering, model-routing optimization, and integration work that Inflectra needed done quickly and without pulling engineers off the core product roadmap.

The Solution:

Merito stepped in as Inflectra's expert systems integrator and AI services partner, bringing deep hands-on experience with Anthropic's model ecosystem. Rather than treating Claude as a single drop-in model, Merito architected a routing layer that sends each task to the most efficient model for its complexity: Haiku for high-speed, cost-effective generation; Opus and Sonnet for the reasoning-heavy work of AI assurance.

The Outcome:

The collaboration delivered measurable improvements in software delivery speed, test automation accuracy, and internal developer velocity across Inflectra's product suite.

Metric	Before Merito & Anthropic	After Merito & Anthropic
Test automation generation (Rapise)	Manual script creation taking hours	Claude Haiku generates test scripts in seconds, roughly 90% time savings
AI assurance & compliance (SureWire)	Manual, error-prone compliance auditing	Automated, high-accuracy risk and assurance mapping via Claude Opus and Sonnet
Internal dev velocity (Amazon Kiro)	Standard sprint cycles for product R&D	30%+ boost in internal code generation and documentation using Claude
Model efficiency & cost	Unoptimized API usage and latency risk	Multi-model routing optimizing cost-per-token while holding sub-second latency

Taken together, the engagement let Inflectra move from manual, labor-intensive QA and compliance processes to an AI-native architecture that scales with demand, without diverting its own engineers from the product roadmap.

Products and services used

Frequently Asked Questions

Anthropic Claude can support software testing by generating test scripts, analyzing requirements, creating test scenarios, interpreting application behavior and assisting QA teams with repetitive testing tasks. Claude Haiku is well suited to high-volume, low-latency test generation, while Claude Sonnet and Opus can support more complex reasoning and assurance use cases. Inflectra used Claude across its QA ecosystem with Merito’s AI systems integration expertise, achieving roughly 90% time savings in Rapise test-script creation. Merito helps enterprises evaluate, integrate, implement and optimize Claude for enterprise QA automation.

Anthropic Claude can be deployed through Amazon Bedrock to provide enterprise applications with access to Claude models within an organization’s AWS environment. Integration typically requires architecture design, API integration, security controls, prompt engineering, model selection, routing and performance optimization. Inflectra deployed Claude Sonnet, Haiku and Opus through its own Amazon Bedrock accounts with Merito serving as the AI systems integrator. Merito helps organizations plan Claude implementations, integrate models with enterprise applications, optimize deployments and provide ongoing support and usage governance.

Claude Haiku is often appropriate for high-volume test-script generation where speed, efficiency and cost optimization are important. Claude Sonnet and Claude Opus can be better suited to complex reasoning, analysis and assurance workflows. The optimal Claude architecture depends on workload complexity, latency requirements, accuracy expectations and cost targets rather than relying on one model for every task. Inflectra used Merito’s model-routing approach to assign workloads to appropriate Claude models. Merito helps enterprises select, implement and optimize Claude models for specific QA and SDLC requirements.

Claude can help enterprise QA teams accelerate test creation, analyze software requirements, automate repetitive tasks, improve developer productivity and support assurance workflows. Different Claude models can be combined to balance reasoning capability, response speed and cost. Inflectra used Claude across Rapise, SureWire and internal R&D workflows, including a reported 90% reduction in test-script creation time and a 30%+ improvement in internal code generation and documentation velocity. Merito helps enterprises translate these capabilities into production-ready AI solutions through architecture, integration, implementation, optimization and ongoing support.

Enterprises looking for Claude implementation services should evaluate partners with experience across AI architecture, enterprise software, QA automation, application integration and cloud deployment. Merito is a services partner providing AI systems integration and enterprise implementation services for Claude-powered solutions. Merito helped Inflectra deploy Claude Sonnet, Haiku and Opus through Amazon Bedrock across testing, assurance and R&D workflows. Merito can help organizations assess AI use cases, select appropriate Claude models, architect integrations, implement production solutions, optimize adoption and govern Claude usage.

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If your team has Claude licensed but not yet deployed, or deployed but not yet adopted, Merito can scope the integration, the surface rollout, the accelerator deployment, and the change management that gets it used.

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Merito accelerates Inflectra's AI-powered QA transformation with Claude