Evaluation design
Gold sets, adversarial probes, multilingual coverage, hallucination KPIs aligning with CPTO—not vague “looks good.”
Plan evaluation kitsProductionLLM Engineering
Ship assistants, copilots, summarisation flows, onboarding bots with evaluation harnesses, grounding strategies, escalation to humans, multilingual nuance—not ChatGPT veneers lacking observability.
Eval harnesses · Retrieval · Guardrails · Cost observability · Human escalation
Eval
Harnessed
RAG
Grounded
Cost
Tracked
Human
Escalation
LLMs that CFOs do not regret funding
We quantify token economics early, instrumentation bridging FinOps overlays, multilingual evaluation sets, bridging legal approvals for proprietary data ingestion, RCA templates bridging incident responses—not science fair demos.
Jump to blueprint lanes
Retrieval architectures
Vector stores, citations, freshness windows, bridging compliance redactions—not silent ingestion risks.
See ingestion mapsDeployment discipline
Progressive rollout, anomaly detection bridging data science bridges, bridging human escalation queues transparent to CS.
Operational storiesWhy Synoviq for LLMs
Grounded realism—no hallucinated launch dates.
Safety boards
Cross-functional reviews with legal/ethics/Product—not rubber stamps.
Observability
Trace IDs, grounding provenance captures, bridging SIEM ingestion when warranted.
Cost steering
Token telemetry feeding CFO narratives, bridging caching strategies ethically.
Human parity
Escalation UX compassionate—avoid deceiving users into anthropomorphic trust extremes.
Phased LLM lanes
Incremental productionisation beats big-bang mis-launch reputational fires.
Discover
Use-case triage
We kill low-ROI hallucination-prone ideas early; escalate high-leverage workflows with KPI baselines anchored.
Learn morePrototype
Prototype & evaluate
Offline harnesses before customer exposure, multilingual stress tests, red teaming documented with remediation owners.
Learn moreProduce
Production hardening
Autoscaling inference, bridging budget alerts, failover to human agents, bridging marketing claims alignment—not overpromising “AGI concierge.”
Learn more
Improve
Continuous learning
Feedback loops, bridging dataset hygiene rituals, patching prompt injection exposures urgently.
Learn moreRelated services
AI & digital programmes
Automation, data, and cognitive services that extend this roadmap
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Comprehensive AI-powered digital solutions to transform business operations and customer experiences.
- AI-Powered Automation
- Intelligent Process Optimization
- Smart Decision Making
Digital Solutions
End-to-end digital solutions to modernize business processes and enhance efficiency.
- Digital Process Transformation
- Technology Integration
- Digital Workflow Optimization
Data Annotation
High-quality data annotation services to prepare datasets for AI and machine learning models.
- Image & Video Annotation
- Text Annotation & Labeling
- Data Quality Assurance
Digital Transformation
Strategic digital transformation services to modernize your business and drive growth.
- Digital Strategy Development
- Technology Roadmap
- Change Management
Cognitive Automation
Intelligent cognitive automation solutions that combine AI with business process automation.
- Intelligent Automation
- Cognitive Process Automation
- AI-Driven Workflows
AI QMS
AI-powered Quality Management System to ensure consistent quality and compliance.
- Quality Monitoring
- Automated Quality Checks
- Performance Analytics
Perfect Pitch
AI-enhanced pitch optimization services to improve sales and customer engagement outcomes.
- Pitch Analysis & Optimization
- Performance Tracking
- Success Rate Improvement
Model discipline meets brand stewardship
We coordinate with GEO/AEO programmes ethically—rejecting deceptive AI doorway content.
Safety
Boarded
RAG
Citationed
Cost
Metered
Human
Loops
Recognised for how we ship
Depth, footprint, and governance — the proof points growth leaders ask for up front.
Global delivery footprint
Engineering, growth, and BPO squads across 50+ countries with one operating model.
View locationsPrograms shipped at scale
1,400+ initiatives from strategy through production — platforms, integrations, and campaigns.
See outcomesDepth you can staff against
175+ specialists: architects, engineers, data scientists, and growth leads under one roof.
Meet SynoviqGovernance built in
Security, quality, and compliance woven into delivery — not bolted on after launch.
Learn moreClient perspective
LLMs belong in prod when evaluations, grounding, escalation, multilingual fairness, CFO token transparency—are ritualised—not improvised.
Synoviq — Responsible generative deployments
Continue exploring Synoviq
Outcomes, insights, and next steps across digital, product, and operations.
LLM engineering
Need grounded copilots?
Bring data realities, latency budgets, compliance anxieties—we respond with RACI overlays, phased budgets—not lab promises.
Brief LLM architectsFrequently asked questions
Straight answers on scope, delivery models, and how Synoviq keeps programmes measurable from kickoff to scale.
RAG vs fine-tuning?
We choose per freshness needs, proprietary data sensitivities, cost envelopes—balanced decision memos—not dogmatic stacking.
How do you tame hallucinations?
Grounding, citation UI, escalation thresholds, bridging human reviewers for sensitive industries, hallucination KPIs surfaced to CPTO—not hidden.
Costs explode—help?
Token telemetry dashboards, bridging caching tiers, bridging smaller models for triage—all narrated CFO-friendly monthly.
Incident response?
Prompt injection patching playbooks, severity matrices, RCA templates bridging executives rapidly—not shrug emojis.
Multilingual fairness?
Evaluation sets translated responsibly, bridging locale-specific escalation etiquettes—not English-only benchmarking vanity.
Compliance data?
Ingestion redaction pipelines, bridging legal holding periods, bridging SIEM verbosity tuned—not silent “dump everything.”