Agents built for your operational reality — not for a generic demo.
Every industry has its own value chains, regulatory constraints, and margin drivers. We don't apply AI to your existing processes — we engineer autonomous agents that execute, govern, and optimise them continuously, in production, with auditable outcomes.
Our sector expertise isn't a sales argument. It's what ensures a Polynom agent speaks the language of your CFO, your CHRO, your CRO — and delivers from month one.
B2B
Agents that drive your margin — not dashboards you check once a week.
In B2B distribution, margin is won and lost across thousands of price lines, tight procurement cycles, and constant negotiations. Our agents operate continuously across all three fronts:
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Dynamic pricing optimisation — real-time adjustment by segment, channel, and competitive context.
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Procurement control — supplier monitoring, contract analysis, variance detection.
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Customer orchestration — personalised recommendations, churn detection, automation of low-value interactions.
Result: margin points recovered, cycles shortened, sales teams refocused on high-value negotiation.
Manufaturing
Governed autonomy at the heart of your industrial operations.
Industry 4.0 is no longer a vision — it's an execution imperative.
Our agents integrate into your production environments to run the critical processes your teams still manage manually or through fragile automation:
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Operated predictive maintenance — failure anticipation, automated intervention scheduling, measurable downtime reduction.
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Production optimisation — agents that continuously adjust parameters based on real-time data.
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Supply chain resilience — weak signal monitoring, automated scenario planning, decision-grade alerts.
Every agent is governed: Human-in-the-Loop on critical decisions, Human-on-the-Loop on stabilised flows. Full traceability, industrial compliance built in.
Financial Services & Insurance
From claims processing to regulatory reporting: agents that execute, not assist.
Financial services operate at the intersection of volume, precision, and regulatory pressure. This is exactly where Polynom agents deliver the most value:
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Claims & transaction processing — automated triage, fraud detection, accelerated settlement and resolution cycles.
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Continuous compliance — monitoring agents for AML/KYC, Solvency II, DORA, MiFID II, GDPR, Basel III — with human validation on every high-risk decision.
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Reconciliation & financial close — end-to-end automation of intercompany processing, cash-flow forecasting, and regulatory reporting with full audit trails.
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Risk intelligence — real-time portfolio risk scoring, stress-test automation, and exposure monitoring.
Our agents don't replace your teams — they execute the high-volume tasks that slow them down, with the governance your regulators demand.
Survey Firms
Turn data volume into decision intelligence — automatically.
Your clients expect actionable insights, not raw tables. Our agents transform the research value chain:
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Automated analysis — processing complex datasets, cross-referencing with historical data and sector benchmarks.
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Deliverable generation — structured reports, synthetic narratives, evidence-based recommendations — produced by agents, validated by your analysts.
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Signal detection — proactive identification of trends and anomalies in field data.
Less time on production, more time on high-value advisory. Direct impact on per-study profitability.
Asset Rental
Agents that optimise every asset, every day, every cycle.
In rental, profitability is built asset by asset, day by day. Our agents operate the levers that matter:
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Intelligent fleet management — dynamic allocation, demand anticipation, utilisation-vs-maintenance arbitrage.
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Continuous pricing — pricing agents that adjust in real time based on seasonality, availability, and customer behaviour.
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Downtime reduction — predictive maintenance scheduling, automated alerts, operational coordination.
Result: utilisation rates up, maintenance costs controlled, margin per asset optimised — with full traceability on every agent decision.
Luxury Industry
Operational excellence in service of exclusivity.
Luxury tolerates neither approximation nor standardisation. Our agents are built to operate within this environment of exacting standards:
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Augmented client intelligence — agents that analyse preferences, anticipate expectations, and power personalisation at scale without ever compromising the brand experience.
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Inventory control — precise optimisation between availability, managed scarcity, and rotation, segment by segment.
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Strategic pricing — agents that integrate brand positioning, seasonality, and elasticity to protect margin while preserving perceived value.
The technology stays invisible. The P&L impact is measurable.
Polynom doesn't sell sector AI. We operate agentic services built on deep knowledge of your business — with the governance, sovereignty, and accountability your leadership and regulators demand.
Every engagement starts with a quantified value hypothesis. Every result is tracked, auditable, and reversible.
