Innovation · Operations Cost Reduction with AI
Cut your operating cost by 20-60% with AI infrastructure and agents.
Team Nirjan rebuilds the way your team works. Governed AI agents take over repetitive, rules-based work while your people keep the judgement calls. Every saving is measured against a baseline we record before launch.
The proposition at a glance
20-60%
Cost reduction
On the processes we automate, verified against a baseline recorded before launch.
Week 8
Pilot live
We start with one high-cost workflow and one baseline metric, not a company-wide programme.
4-9 months
Typical payback
Full payback depends on scale and your starting cost structure.
24/7
Always-on execution
Nights, weekends, holidays and volume spikes, with a named human owner for every agent.
Operations is your biggest cost line
People costs make up 60-75% of most operations budgets. Here are three common sources of that cost and how we address each one.
Repetitive work takes up your best people's time. 40-60% of skilled hours go to rules-based tasks.
Agents take over scripted work, and your people move to judgement calls, exceptions and quality control.
Headcount grows in step with volume, so margins shrink as you grow.
Agents absorb new volume, so cost per transaction stays flat as volume rises.
Disconnected CRMs, inboxes and spreadsheets mean staff copy data between systems by hand.
We connect your systems first, then automate the work that runs across them.
We engineer cost out of your operations
We don't sell AI tools. We deliver a complete operating service built on three pillars.
Pillar 01
AI Infrastructure
A private, secure AI backbone in your cloud or ours: model gateway, knowledge bases over your documents, connectors into CRM, ERP, EHR, booking and payment systems, and full audit logging. Your data never trains public models.
Pillar 02
Agentic Workforce
Specialised agents that plan, execute and verify real work, including ticket resolution, claims statusing, invoice matching, AR follow-up and reporting. Human approval is required wherever judgement matters.
Pillar 03
Cost Governance
Every process carries a baseline cost per transaction, a post-AI cost and a live savings dashboard that your CFO reconciles monthly.
Where operating cost actually sits
Planning ranges for rules-based work. Your actual number is set from your own data.
Data entry and re-keying
Moving information between email, forms, spreadsheets and systems. Typical saving: 60-80% of hours.
Support and triage
Ticket classification, FAQs, status checks and first replies. Typical saving: 40-60% of hours.
Finance and back office
Invoice matching, reconciliations, follow-ups and reporting. Typical saving: 40-70% of hours.
Scheduling and coordination
Booking, reminders, hand-offs and status chasing. Typical saving: 50-70% of hours.
Research and reporting
Gathering data and compiling weekly and monthly reports. Typical saving: 50-80% of hours.
Rework and errors
Corrections, denials and re-submissions. Validation steps reduce rework by 25-50%.
How the system cuts cost
Five levers, each with a measurable effect. Combined effect depends on process mix and overlap, which is why the total is a range and not a sum.
| Lever | What we build | Cost effect | Capability gained |
|---|---|---|---|
| Automate | Agents that complete whole tasks across your tools: intake, validation, entry and follow-up. | 15-35% | Work runs around the clock with no backlog. |
| Deflect | Multilingual assistants grounded in your own documents, on web, chat and voice. | 5-15% | Instant answers for customers and staff. |
| Prevent errors | Validator agents that check outputs before they leave the system. | 3-8% | Fewer denials, returns and corrections. |
| Orchestrate | One orchestrator routes work to specialist agents and escalates exceptions. | 3-8% | Faster cycle times and clean hand-offs. |
| Optimise | Right-sized models, caching and private models for sensitive data. | 2-5% | Predictable running cost per outcome. |
Where the savings come from
Per-transaction costs we design against. Your audit produces this table with your real numbers.
| Function | Manual cost | With AI agents | Reduction |
|---|---|---|---|
| Customer support ticket | $6.80-$8.50 | $0.90-$1.40 | 60-80% |
| Claims processing (medical billing) | $11-$14 | $1.80-$3.00 | 70-85% |
| Invoice / AP processing | $8-$11 | $1.20-$2.20 | 75-85% |
| AR follow-up cycle | $9.50 | $1.10 | 85%+ |
| Lead qualification and scheduling | $12-$18 per lead | $2-$4 | 70-80% |
| IT incident (L1) | $22-$35 | $3-$6 | 70-80% |
| Document / data entry (per record) | $0.85-$1.40 | $0.08-$0.20 | 85-90% |
| Weekly ops reporting pack | 16-24 hrs | ~40 min | 95% |
The architecture underneath
Enterprise-grade infrastructure, not a chatbot bolted on.
Layer 1
Policy and people
A named owner for each agent, approval rules, escalation paths and a kill switch.
Layer 2
Orchestrator
Splits goals into steps, assigns agents, checks results, with retries and step-level replay.
Layer 3
Specialist agents
Narrow agents for data, support, finance, research and code, each with least-privilege access.
Layer 4
Tool gateway
All tool calls pass through one governed layer built on open protocols (MCP, A2A).
Layer 5
Data and knowledge
Your systems of record plus permission-aware retrieval with sources, lineage and logging.
What it looks like in each industry
The twelve verticals we serve today. Ranges are modelled planning estimates for the automated scope.
| Industry | Agents we deploy | Typical cost reduction | Metric we baseline |
|---|---|---|---|
| Medical Billing & AR | Claims scrubbing, denial triage, appeal drafting, AR follow-up, ERA posting | 35-60% | Cost per claim, AR days |
| Real Estate | Lead qualification, listing copy, valuation prep, viewing scheduling, follow-up | 30-50% | Cost per qualified lead |
| Business Brokerage | Buyer-seller matching, NDA handling, data-room prep, deal-flow updates | 30-50% | Hours per deal |
| Franchise | Royalty reporting, franchisee onboarding, lead routing, compliance checks | 35-55% | Admin hours per location |
| Education | Admissions screening, learner support, assessment help, content tagging | 25-45% | Cost per enrolled learner |
| Retail & Consumer | Order and returns handling, inventory alerts, support, catalogue enrichment | 25-45% | Cost per order |
| Events, Tours & Travels | Itinerary building, booking changes, supplier confirmation, enquiry replies | 30-55% | Cost per booking |
| Agriculture | Crop and sensor alerts, supply coordination, traceability records, reporting | 20-40% | Admin cost per hectare |
| Food Processing | Batch and lot records, compliance paperwork, order intake, cold-chain alerts | 20-40% | Compliance hours per batch |
| Cannabis | Seed-to-sale reconciliation, COA checks, regulatory reports, order handling | 25-45% | Compliance hours per period |
| Remote Sensing & GIS | Imagery tagging, change detection triage, drone data processing, map QA | 30-55% | Analyst hours per project |
| Small & Medium Enterprise | Invoicing, CRM updates, support inbox, weekly reporting | 25-50% | Admin hours per week |
And every other operation that runs on repetitive work
Banking & Insurance
KYC document processing, claims intake, reconciliation and compliance reports. 30-55% back-office cost.
Logistics
Track-and-trace exceptions, POD processing and carrier emails. 25-45% ops cost.
Manufacturing
Maintenance logs, quality records and supplier PO chasing. 20-45% opex.
Legal & Professional Services
Contract intake, first-pass review and billing narratives. 30-55% support cost.
Healthcare Providers
Scheduling, referral chasing and prior-auth packets. 20-35% administrative cost.
SaaS & Technology
L1/L2 support agents, churn signals and QA reports. 35-50% support and ops cost.
Estimate your saving
Monthly saving
$33,000
Annual saving
$396,000
An indicative figure. The real baseline comes from your data in the first two weeks.
How we execute
Timelines are indicative and depend on scope, data readiness and approval cycles.
Weeks 1-2 · Free
Assess
Map processes, data and risks. Record baselines (cost per outcome, hours, error rate) and rank use cases. You keep the savings model either way.
Weeks 3-5
Foundation
Stand up the private AI backbone: model gateway, knowledge bases, connectors, role-based access, PII redaction and approval gates.
Weeks 6-9
Pilot in shadow mode
Build 2-3 agents and run them against live work alongside your team. Nothing goes live below agreed accuracy thresholds. Typical result: 15-30% saving.
Weeks 10-16
Production and scale
Go live with human oversight, then extend process by process. Your team shifts to supervising agents and handling exceptions.
Ongoing
Operate and compound
Monitor drift, cost and quality. Add agents, upgrade models and reconcile savings monthly against baseline.
Savings that do not create risk
Scoped permissions
Each agent gets only the access its task needs.
Immutable action log
Every action and its reasoning is recorded, traceable and replayable.
Human approval
Payments, refunds, external messages and high-impact actions need sign-off.
Open standards
Model-agnostic, built on MCP and A2A, with private models where data must stay in your control.
Frequently Asked Questions
Straight answers.
Questions operations leaders ask us first.
Is 20-60% realistic?
It is a planning range for the processes we automate, not a guarantee for your whole budget. Highly manual, rules-based work sits at the top of the range; mixed work with heavy judgement sits near the bottom. We confirm your range from baseline data before you commit to a build.
How do you actually cut operations costs?
Three mechanisms work together: agents handle repetitive volume at software cost instead of labour cost, connected systems remove manual copying between tools, and always-on execution removes queues, after-hours gaps and rework loops. Most clients land at 20-35% in year one and reach 40-60% as the agent fleet grows.
Which processes do you automate first?
Whatever your audit ranks highest on volume, unit cost and how rules-based the work is. Typical first candidates are ticket deflection, document and data extraction, invoice and claims processing, AR follow-ups, lead qualification and status checks across portals.
Does this mean laying off staff?
It replaces tasks, not people. Most clients redeploy hours to growth, quality and customer work, or absorb growth without hiring. Savings come from avoided hiring, lower overtime, fewer errors and fewer outsourced hours.
How is the saving measured and verified?
We record cost per outcome (per claim, per ticket, per booking) with your finance team before launch and report against it monthly on a live dashboard. If an agent does not move its metric, we change it or retire it.
What does it cost to implement?
The cost audit is free and you keep the savings model. The pilot is scoped around one process with a defined payback target. At scale, clients choose a platform plus per-agent subscription or a savings-share model. A typical year-one program costs 15-25% of the savings it generates.
How long until we see results?
A pilot is live by about week 8, broader results build through week 16, and the full target is typically reached within six months. Full payback usually lands between months 4 and 9.
Can it work with our existing systems?
Yes. We connect CRM, accounting, booking, payment, EHR/EMR, ERP and reporting systems through governed connectors, plus custom APIs for legacy tools you cannot replace.
Is our data safe?
You decide where data lives: your cloud, a private environment or smaller private models. Your data never trains public models. We use encryption, SSO, role-based access, PII redaction and immutable audit logs, and align controls with the OWASP Top 10 for Agentic Applications and industry rules such as HIPAA.
What if an agent makes a mistake?
Agents pass shadow-mode validation before going live, work within limited tools and approved content, and a separate validator checks high-impact outputs. Humans approve costly actions, and every agent has a tested pause and one-click rollback to manual.
Do you provide support after deployment?
Yes. Governance and optimisation continue after launch: new agents, model upgrades, seasonal scaling, monitoring and monthly savings reconciliation.
Is this only for large enterprises?
No. Most of our clients are growing businesses. We start with one process and one measurable result and expand after it works.
Pick one process. We will build the system around it.
Tell us where growth is slowest or where work is most manual. You get a scoped plan and a baseline metric from the first call.