Foundation Models & Multi-Agent Frameworks
We leverage model-agnostic routing to pair each enterprise task with the exact LLM, context window, and latency profile it demands.
OpenAI GPT-4o & GPT-4o Mini
Primary reasoning engine for multi-turn intent scoring, high-precision document extraction, and rapid decision orchestration.
Anthropic Claude 3.5 Sonnet
Specialized model for multi-page PDF analysis, legal contract clause parsing, and generating bulletproof production TypeScript/Python.
Meta Llama 3.3 (70B) & DeepSeek-V3
Deployed for clients with strict data sovereignty requirements, HIPAA compliance mandates, or zero external API data sharing policies.
LangChain & AutoGen Multi-Agent Routers
Stateful agent frameworks allowing specialized autonomous bots (Sales Agent, Technical Specialist, Billing Agent) to collaborate seamlessly.
Multi-Vector Hybrid Search & RAG Architecture
Eliminating hallucination through hybrid dense-sparse vector search, metadata filtering, and neural reranking.
Document Ingestion & Chunking
Enterprise PDFs, SQL tables, and Notion bases are split using semantic paragraph chunking with preserved header metadata.
Hybrid Embedding Indexing
Dual indexing generating 1536-dim OpenAI dense vectors alongside sparse BM25 keyword tokens for exact matching.
Cohere Rerank v3 Filtering
Top 50 vector retrieval matches are re-scored using Cohere's neural cross-encoder, filtering out 98% of noise.
Sub-Second LLM Synthesis
Cleaned context is injected into GPT-4o with strict citation bounds, delivering instant verifiable answers.
Enterprise Vector Storage & Neural Reranking Stack
Conversational Voice AI Pipeline (<350ms Latency)
Streaming bidirectional WebSockets connecting live PSTN telephone callers to real-time neural voice synthesis.
Twilio Telephony & SIP Trunking
Instant carrier-grade phone number provisioning with global inbound/outbound call routing and WebSocket streaming.
Deepgram Nova-2 STT
<120ms ultra-fast audio transcription with domain-specific keyword boosting, medical jargon parsing, and noise suppression.
Retell AI & Vapi Engine
Human-like natural conversation turn-taking engine that detects interjections, pauses, and backchannel agreement in real-time.
ElevenLabs & Cartesia TTS
Hyper-realistic voice synthesis rendering human warmth, inflections, and zero robotic monotone artifacts.
Zero-Hallucination Governance & Safety
Enterprise AI must be reliable, predictable, and fully compliant. Our multi-layered guardrails shield your business operations.
Strict Pydantic Schema Validation
Every LLM output is validated against rigid TypeScript & Pydantic JSON schemas prior to API dispatch, guaranteeing zero malformed payloads.
Deterministic Fallback Routing
Instant automatic failover to backup models (e.g. GPT-4o -> Claude 3.5) or human-in-the-loop review if confidence thresholds drop below 95%.
Automated PII Masking & Anonymization
Real-time sanitization of credit card numbers, SSNs, and medical record details before data touches public LLM APIs.
SOC-2 & HIPAA Audit Telemetry
Encrypted end-to-end request logging, role-based access control (RBAC), and zero data retention agreements with model providers.
Select Enterprise Workload & View Stack Spec
Click a use case below to inspect Formiqa's recommended model router, vector database, and real-time execution payload.
24/7 Voice AI Phone Agent
{
"call_id": "call_901248",
"intent": "appointment_booking",
"customer": "+1 415 555 0199",
"slots_available": ["2026-08-14T10:00:00Z"],
"latency_ms": 320,
"status": "confirmed"
}