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Generative AI Development

Generative AI Products Built for Real Business Outcomes

We design, build and operate LLM applications, retrieval-augmented assistants and autonomous agents that plug into your data and workflows, with the evaluation, guardrails and cost controls needed to run them safely in production.

6wks
Typical time to production pilot
40%
Target reduction in manual effort
95%
Answer-accuracy target on eval sets
Generative AI at RixlSoft
Generative AILLM apps & AI automation
OpenAIAnthropicGoogle GeminiMistral AI
Tech we use
24+ tools
OpenAIOpenAIAnthropicAnthropicGoogle GeminiGoogle GeminiMistral AIMistral AIMetaMetaHugging FaceHugging FaceOllamaOllamaLangChainLangChainLangGraphLangGraphCrewAICrewAIPythonPythonFastAPIFastAPIPyTorchPyTorchQdrantQdrantPostgreSQLPostgreSQLElasticsearchElasticsearchRedisRedisMongoDBMongoDBn8nn8nZapierZapierAWSAWSMicrosoft AzureMicrosoft AzureGoogle CloudGoogle CloudDockerDocker
Generative AI

From AI demo to dependable product

Most generative AI initiatives stall between an impressive prototype and a system the business can actually trust. RixlSoft closes that gap. We start from a measurable use case, ground models in your own documents and systems through retrieval, and wrap every feature in evaluation suites, access controls and observability so quality is proven before it reaches users.

As an AI-first engineering company, we work across commercial and open-weight models, choosing the right one per task on accuracy, latency and cost. You get a maintainable codebase, clear prompts and pipelines, and a team that stays to tune performance after launch.

  • Model-agnostic, vendor-neutral architecture
  • RAG grounded in your private data
  • Evaluation and guardrails from day one
  • Token cost monitoring and optimization
Generative AI project work
6wksTypical time to production pilot
What We Offer

Generative AI Services

Comprehensive capabilities covering every stage of your Generative AI journey — delivered by senior specialists.

01

LLM Application Development

Custom copilots, chat assistants and content tools built on GPT, Claude, Gemini or open-weight models, integrated into your web, mobile and internal platforms with secure authentication.

02

Retrieval-Augmented Generation

Knowledge assistants that answer from your documents, wikis and databases with citations, using tuned chunking, hybrid search, re-ranking and vector stores such as Qdrant or Postgres.

03

AI Agents and Multi-Agent Systems

Tool-using agents that research, draft, reconcile and act across your systems, orchestrated with LangGraph or CrewAI and bounded by approvals, audit logs and clear escalation paths.

04

AI Workflow Automation

Intelligent automation that classifies emails, extracts data from documents, routes tickets and updates CRMs, combining LLMs with n8n, Zapier or custom pipelines to remove repetitive work.

05

Fine-Tuning and Model Customization

Domain adaptation of open-weight models with curated datasets, LoRA fine-tuning and distillation, delivering smaller, faster models where prompting alone cannot meet quality or cost targets.

06

LLMOps, Evaluation and Guardrails

Automated evaluation suites, prompt versioning, tracing, PII redaction and jailbreak defenses, so every model or prompt change is measured against real test cases before release.

Why RixlSoft

Why Choose Us for Generative AI

Senior engineers, transparent delivery and AI-first thinking — the difference between shipping software and building an asset.

Use-Case First

We prioritize use cases by measurable value and feasibility, so budget goes to features that save hours or raise revenue rather than to experiments that never ship.

Model-Neutral Choices

We benchmark providers on your own data and design abstraction layers, letting you switch models as pricing and capability change without rewriting your application.

Security and Privacy Built In

Private deployments, role-based retrieval, data residency options and redaction keep sensitive information inside the boundaries your compliance and security teams expect.

Predictable Running Costs

Caching, routing, prompt compression and right-sized models keep per-request costs low, with dashboards that show token spend per feature, team and customer.

Our Process

How We Deliver Generative AI

A proven, transparent process with clear deliverables at every stage — so you always know what's done, what's next and why.

01

Discovery and Use-Case Mapping

We audit workflows, data sources and constraints, then rank candidate use cases by value, risk and feasibility to pick a focused first release.

Use-case matrixData auditSuccess metrics
02

Proof of Value

A working prototype on your real data, measured against a golden evaluation set, confirms achievable accuracy, latency and cost before larger investment.

PrototypeEvaluation setFeasibility report
03

Architecture and Data Pipelines

We design ingestion, embeddings, retrieval, model routing and security layers, choosing infrastructure that fits your existing cloud, data residency and compliance requirements.

Solution architectureIngestion pipelineSecurity model
04

Build, Evaluate and Harden

Features are built in short sprints with automated evaluations, guardrails, observability and human-in-the-loop controls tested against edge cases and adversarial prompts.

Production buildEval dashboardGuardrail suite
05

Launch and Continuous Tuning

We roll out gradually, monitor quality and spend, collect user feedback, and iterate on prompts, retrieval and models as usage grows.

Rollout planMonitoringMonthly tuning report
Technology Stack

Tools & Platforms We Master

Proven, production-grade technology chosen for your requirements — never for hype.

OpenAIOpenAI
AnthropicAnthropic
Google GeminiGoogle Gemini
Mistral AIMistral AI
MetaMeta
Hugging FaceHugging Face
OllamaOllama
Engagement Models

Flexible Ways to Work Together

Choose the model that matches your scope, budget and pace — and switch as your needs evolve.

AI Proof of Value

A fixed-scope four to six week engagement that validates one use case on your data with clear accuracy and cost metrics.

Discuss this model

Time & Material

Flexible hourly or monthly billing for evolving requirements, integrations and iterative model tuning where scope is still emerging.

Discuss this model
Industries

Industries We Serve

Banking & Fintech

Banking & Fintech

Payments, lending & financial platforms

Healthcare & Pharma

Healthcare & Pharma

Digital health & clinical platforms

Retail & E-Commerce

Retail & E-Commerce

Commerce platforms & automation

Education Technology

Education Technology

LMS, AI tutors & learning tools

Logistics & Ops

Logistics & Ops

Supply chain & route optimization

Enterprises

Enterprises

Modernization at scale

FAQs

Frequently Asked Questions

Everything you need to know about our Generative AI services. Can't find an answer? Talk to our team.

Ask an Expert
How much does a generative AI project cost?
Cost depends on the number of integrations, data preparation effort, security requirements and whether fine-tuning is needed. A focused proof of value is typically the smallest engagement, while production systems with agents and multiple data sources take longer. We provide a fixed estimate after a short discovery, along with projected monthly model and hosting costs.
How long does it take to launch an AI assistant or agent?
A proof of value on real data usually takes four to six weeks. A hardened production release with authentication, monitoring, evaluations and integrations typically follows within another six to ten weeks. Complex multi-agent workflows or heavy data cleanup can extend timelines, which we flag early during discovery.
Will our data be used to train public models?
No. We use enterprise API tiers that exclude your data from training, or deploy open-weight models in your own cloud when stricter isolation is required. Retrieval respects your existing permissions, and we can add PII redaction, encryption and audit logging to meet your internal security and regulatory policies.
Who owns the code, prompts and fine-tuned models?
You do. All source code, prompts, evaluation datasets, pipelines and fine-tuned model weights produced under the engagement are transferred to you. We document architecture and operating procedures so your team, or another vendor, can maintain and extend the system without depending on RixlSoft.
How do you handle hallucinations and quality after launch?
We ground answers in retrieved sources with citations, set confidence thresholds, and route uncertain cases to humans. After launch, automated evaluations run on every change, production traces are sampled for review, and our support plans include regular tuning of prompts, retrieval and model selection as usage patterns evolve.
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Related Services

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