We build production-grade Generative AI applications and stateful Agentic AI systems connected to your company knowledge, software APIs, databases, CRMs, and core business workflows.
Technical Challenges
Public LLM chatbots lack access to internal business rules and facts. We build enterprise RAG pipelines with vector indexing to ground responses strictly in company data.
Teams spend hours manually copying data between documents, CRMs, and ERPs. We engineer goal-driven AI agents that plan, select tools, and execute workflows automatically.
Hardcoding against a single AI model inflates costs and risks downtime. We build OpenRouter multi-model gateways that route tasks to optimal models based on latency, cost, and complexity.
Workflow
Evaluate existing systems, APIs, database readiness, security boundaries, and high-impact AI use cases.
Design entity schemas, prompt templates, RAG chunking pipelines, tool calling interfaces, and human approval checkpoints.
Implement stateful agent execution loops, multi-model routing, prompt caching, and zero-key-exposure backend services.
Deploy automated evaluation test suites, prompt injection defenses, token budget caps, and APM telemetry.
Generative AI understands context and produces text, code, or data analysis when prompted. Agentic AI takes a high-level goal, autonomously breaks it down, chooses external tools/APIs, executes steps, evaluates results, and requests human approval for sensitive actions.
We engineer a dedicated Softora AI Gateway on top of OpenRouter APIs. This decouples your core business logic from any single provider, allowing fast models (e.g. Llama 3.3 / Claude Haiku) to handle classification, while heavy reasoning models (Claude 3.5 Sonnet / o3-mini) execute complex tasks — reducing token costs by up to 60%.
Yes. All AI calls route through zero-retention backend API gateways with strict Role-Based Access Controls (RBAC). Your proprietary code and enterprise data are never exposed client-side or used to train commercial models.
Let's evaluate your requirements, design the technical architecture, and get building.
Book a Consultation CallWe don't replace reliable software with risky AI models. We combine deterministic backend logic, Generative AI reasoning, and Agentic tool execution into unified enterprise systems.
“Reliable Deterministic Business Logic”
High-concurrency backend services, Relational PostgreSQL schemas, RBAC, REST/gRPC APIs, billing, and transactional integrity.
“Search, Reason & Retrieve Knowledge”
Enterprise RAG pipelines, vector document indexing, document Q&A, structured information extraction, and semantic search.
“Plan, Select Tools & Execute Workflows”
Goal-driven autonomous loops, external API calls, CRM/ERP database execution, multi-step planning, and human-in-the-loop approval gates.
The Softora Standard
Production-Grade Intelligent Business Systems
Test how our autonomous agents handle multi-step reasoning, external tool execution, model routing, and human approval gates in real time.
Click “Run Simulation” to execute the agent workflow live.
Need a custom autonomous agent integrated into your internal databases or SaaS platform?
Schedule an Agent Architecture Discovery CallWe don't hardcode your business to a single LLM vendor. We engineer a decoupled server-side AI Gateway backed by OpenRouter to route each workload to the ideal model.
Step 01
Client App
Web / Mobile / Webhook
Step 02
Softora AI Gateway
Auth, RBAC, Cache, Rules
Step 03
Model Router
Cost & Latency Optimization
Step 04
OpenRouter API
Unified Multi-Model Gateway
Step 05
Tools & Business Systems
RAG, DB, CRM, ERP APIs
Interactive Workload & Routing Demo
Instant responses with near-zero latency and minimal token cost.
Routed Provider Model
Llama 3.3 70B / Claude 3.5 Haiku
Zero client key exposure. All requests are authenticated, authorized via RBAC, and passed through input sanitization & prompt injection filters.
Redis-backed semantic prompt caching, token rate-limiting, and cost thresholds reduce LLM operational overhead by up to 60%.
Decoupled architecture allows hot-swapping Anthropic, OpenAI, Meta Llama, or DeepSeek models without touching client UI code.
Stop overpaying for single-model API calls. Estimate how much your business saves with Softora's OpenRouter dynamic model routing & Redis prompt caching.
Single Model (GPT-4o)
$563 /mo
Softora Gateway
$92 /mo
Estimated Monthly Savings
$471
Real enterprise automation built for sales, support, operations, management, and engineering teams.
Researches leads, qualifies fit, updates CRM, and drafts personalized proposals.
Autonomous Execution Workflow:
Select a real-world use case to see how our agents evaluate context, query internal databases, and trigger tools under strict human approval gates.
Inbound Lead Form: Enterprise Cloud Migration ($80k Budget)
Domain lookup via OpenRouter & PostgreSQL past client deal embeddings.
Llama 3.3 70B (Fast Intent Classification) -> Claude 3.5 Sonnet (Proposal Synthesis)
CRM Record Creation & Fit Score Assignment (92/100)
Email Outreach & Custom Proposal Draft paused awaiting founder sign-off.
Enterprise AI should not run unvetted. We position clear permission boundaries so low-risk tasks run automatically, while high-risk business actions require explicit human approval.
Low-Risk Actions Executed Automatically
Sensitive Actions Requiring Sign-Off
We architect AI infrastructure with the same rigorous security standards applied to high-concurrency enterprise backends.
No OpenRouter, OpenAI, or Anthropic secret keys reach client browser bundles. All calls route via secure API endpoints.
Agents execute tools strictly under the user's JWT authorization context and assigned permission boundaries.
Multi-layered input sanitization and system-prompt isolation to block adversarial prompt injection attempts.
Multi-tenant vector indexing with isolated namespaces and tenant-specific database connection filters.
Deterministic JSON Schema parsers ensure agent responses conform strictly to system expectations.
Step-by-step execution tracing, model parameters, tool inputs, and approval events stored in immutable audit logs.
Not sure what AI system your business needs? We audit your workflows, databases, documents, and security bounds to produce a clear AI Opportunity Map.
Repetitive, structured, high-volume tasks with zero ambiguity.
Tasks requiring human oversight where AI accelerates drafting & research.
High-impact actions touching money, legal contracts, or customer data.
Core business logic that must remain 100% deterministic & predictable.
Map out your enterprise workflows, identify high-ROI automation opportunities, and get a technical architecture blueprint.
