Your AI program doesn't need more engineers.It needs the right ones.
elsai places governance-native, agentic engineers specialists who have shipped production-grade workflows in healthcare, BFSI, and life sciences and holds them accountable for what they build.
Request an engineer profile →
See what we've shipped →
Your AI program doesn't need more engineers.It needs the right ones.
elsai places governance-native, agentic engineers specialists who have shipped production-grade workflows in healthcare, BFSI, and life sciences and holds them accountable for what they build.
Request an engineer profile →
See what we've shipped →
Four reasons your last agentic hire didn't work.
What our engineers know and have shipped.
Everyone else is an agentic engineer proficient across four capability domains. More importantly, each has production evidence from regulated environments:
Right model selection — GPT-4o, Claude 3.5, Gemini, Mistral, LLaMA — based on latency, cost, compliance
Fine-tuning on clinical, legal, and financial domain data
LLM-agnostic architecture to prevent vendor lock-in
Multimodal pipeline design: document, image, voice
AI & LLM Engineering
Multi-agent system design using LangGraph, CrewAI, and AutoGen.
Tool-calling and MCP (Model Context Protocol) implementation.
Memory, planning, and feedback-loop architecture.
Human-in-the-loop escalation design for regulated decision points.
Agentic Workflow Design
Policy-as-code enforcement is built into agent execution not added post-deployment.
Prompt injection detection and sensitive data redaction.
HIPAA, GDPR, SOC 2-aligned architecture.
Audit trail generation meets regulatory review standards.
Guardrails & Compliance
ARMS integration for end-to-end agent tracing and cost attribution.
Epic, Cerner, SAP, and Salesforce integration experience.
Token-level cost monitoring and latency optimization.
RAG pipeline quality measurement and retrieval scoring.
Observability & Integration
Why elsai engineers are different?
Anyone can find an engineer who has used an LLM. Very few can find one who has shipped a governed, production-scale agentic workflow in a regulated industry. Here's what separates every elsai engineer:
Governance is in their architecture, not an afterthought
Our engineers implement guardrails, policy enforcement, and audit trails from day one not as a compliance retrofit. In healthcare and finance, that difference determines whether your system passes audit or gets pulled from production.
Domain intelligence is baked into their reasoning
Generic engineers apply generic prompts. elsai engineers understand payer policies, clinical ontologies, IRB protocols, and financial reconciliation logic and build them into the agent's reasoning layer. The result: fewer edge-case failures, fewer escalations, faster approval cycles.
They are measured, not just managed
Every engagement includes observability via ARMS cost per transaction, workflow accuracy, latency, and policy compliance in a single, unified view. You don't get a status update. You get a dashboard that your operations team can act on.
They have shipped it before in systems you recognize
Our engineers have built production-agile operations for prior authorization (Epic + Cerner), clinical protocol review (21 CFR Part 11), and financial reconciliation (SAP + Salesforce). They bring institutional memory that no newly-formed AI team can replicate from scratch.
Three governed systems. Three industries. All in production.
Prior Authorization
HEALTHCARE
Problems
Manual prior authorization takes 15–30 minutes per order; 80–90% handled manually; growing denial backlogs eroding staff capacity.
elsai Solution
An end-to-end agentic workflow that captures orders, extracts clinical data, verifies payer policies, validates documentation, and routes decisions approve, deny, or escalate with full HIPAA compliance, audit trails, and zero data egress. Integrated with Epic and Cerner.
Monitors EHR for new PA tasks
Pulls orders, eligibility, and clinical info automatically
Verifies payer rules and flags genuine gaps only
Builds clean submission packets
Tracks every case to resolution
Epic·Cerner
HIPAA
Zero data egress
Results
80%
faster processing · 1 minute per order
40%
cost reduction across the auth function
10+ hrs
saved per staff member per week
Protocol Quality Review
HEALTHCARE
Problems
Manual protocol reviews take 30–90 minutes per document; late-stage IRB gaps create costly rework and submission delays.
Results
60–70%
fewer review cycles
50%+
reduction in rework hours
Zero
IRB compliance gaps at submission
elsai Solution
DocAudit analyzes trial protocols against 21 CFR Part 11 requirements, flags issues as OK / Needs Attention / Blocking, and routes reviewers only to exceptions — eliminating end-to-end review as the default.
Ingests trial protocol documents
Parses against 21 CFR Part 11 rules
Flags issues: OK / Needs Attention / Blocking
Routes only exceptions to human reviewers
Generates audit-ready submission record
21 CFR Part 11
IRB Compliance
Exception-routing
Reconciliation Automation
FINANCE
Problems
Manual reconciliation across ERP and CRM systems creates error-prone, audit-opaque workflows that tie up finance teams.
Results
80%
faster reconciliation cycles
100%
audit-ready transparency on every transaction
Finance teams redirected from admin to analysis
elsai Solution
An intelligent reconciliation agent that automatically matches transactions, flags discrepancies, classifies exceptions, and routes issues to the right owner with a complete audit trail and native integration with SAP and Salesforce.
SAP · Salesforce
HIFull audit trail
Full IP ownership
Connects to ERP and CRM data sources
Auto-matches transactions by rule set
Flags discrepancies and classifies exceptions
Routes issues to the correct owner
Logs a complete audit trail per transaction
Three ways to work with elsai engineers
01
START HERE
Staff Augmentation
Senior engineers, integrated into your team
Our agentic engineers embed directly into your existing team. They work within your stack, follow your architecture decisions, and build to your standards. No disruption. No dependency. Full IP ownership stays with you.
IDEAL FOR
Teams with active agentic programs who need to accelerate delivery, deepen execution capability, or handle a specific workflow build.
Month-to-month or fixed-term engagement
Full-time or part-time availability
Your tools, your stack, your IP
Include the ARMS observability on request
02
MOST POPULAR
Custom Agent Development
End-to-end workflow delivery
Need a specific agentic workflow built from scratch? elsai takes the brief, assembles a specialist team, builds to production standards, and hands over a governed, observable, fully integrated system — not a prototype.
IDEAL FOR
Organizations with a defined use case that need a production-grade agent delivered without building an internal team first.
Scoped delivery with defined milestones
Full audit trail and ARMS observability built in
Includes documentation and knowledge transfer
Ongoing support engagement is available post-delivery
03
SCALE TO THIS
Innovation Team
Agentic AI as a permanent enterprise capability
A dedicated elsai agent engineer team becomes your internal center of excellence. They ship agents, maintain live systems, train internal staff, and grow your agentic capability across multiple business units — over a sustained multi-year engagement.
IDEAL FOR
Enterprises that have committed to agentic AI as a strategic capability — not a vendor relationship.
Multi-year, dedicated team engagement
Scales with your program across departments
Includes capability transfer and internal training
Executive reporting and program governance
Why elsai not a general staffing platform.
General staffing platforms Turing, Toptal, BairesDev move fast and cover many roles. They are excellent for finding engineers who can use AI. They do not find engineers who can govern it in a regulated environment.
Governance-native: compliance embedded into architecture — not screened by coding skills
elsai
Turing
Toptal
BairesDev
Domain-specific: clinical, legal, and financial knowledge validated before placement
elsai
Turing
Toptal
BairesDev
Observability-ready: ARMS provides post-placement visibility into cost, accuracy, compliance
elsai
Turing
Toptal
BairesDev
Production-proven: live systems generating measurable ROI — not proof-of-concept results
elsai
Turing
Toptal
BairesDev
Frequently asked questions
How quickly can I see an engineer's profile?
Do I retain IP ownership?
How do you vet engineers for regulated environments?
What if the engagement isn't working?
Can we start with one workflow and scale?
See the profile before you commit
Tell us your use case, industry, and compliance requirements. We'll send a matched engineer profile within 24 hours no sales call. No commitment.
Talk to us →
Book a 20 min call →
elsai
Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.
elsai
Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.
Your AI program doesn't need more engineers.It needs the right ones.
elsai places governance-native, agentic engineers specialists who have shipped production-grade workflows in healthcare, BFSI, and life sciences and holds them accountable for what they build.
Request an engineer profile →
See what we've shipped →
Your AI program doesn't need more engineers.It needs the right ones.
elsai places governance-native, agentic engineers specialists who have shipped production-grade workflows in healthcare, BFSI, and life sciences and holds them accountable for what they build.
Request an engineer profile →
See what we've shipped →
Four reasons your last agentic hire didn't work.
What our engineers know and have shipped.
Everyone else is an agentic engineer proficient across four capability domains. More importantly, each has production evidence from regulated environments:
AI & LLM Engineering
Agentic Workflow Design
Guardrails & Compliance
Observability & Integration
Right model selection — GPT-4o, Claude 3.5, Gemini, Mistral, LLaMA — based on latency, cost, compliance
Fine-tuning on clinical, legal, and financial domain data
LLM-agnostic architecture to prevent vendor lock-in
Multimodal pipeline design: document, image, voice
Why elsai engineers are different?
Anyone can find an engineer who has used an LLM. Very few can find one who has shipped a governed, production-scale agentic workflow in a regulated industry. Here's what separates every elsai engineer:
Governance is in their architecture, not an afterthought
Our engineers implement guardrails, policy enforcement, and audit trails from day one not as a compliance retrofit. In healthcare and finance, that difference determines whether your system passes audit or gets pulled from production.
Domain intelligence is baked into their reasoning
Generic engineers apply generic prompts. elsai engineers understand payer policies, clinical ontologies, IRB protocols, and financial reconciliation logic and build them into the agent's reasoning layer. The result: fewer edge-case failures, fewer escalations, faster approval cycles.
They are measured, not just managed
Every engagement includes observability via ARMS cost per transaction, workflow accuracy, latency, and policy compliance in a single, unified view. You don't get a status update. You get a dashboard that your operations team can act on.
They have shipped it before in systems you recognize
Our engineers have built production-agile operations for prior authorization (Epic + Cerner), clinical protocol review (21 CFR Part 11), and financial reconciliation (SAP + Salesforce). They bring institutional memory that no newly-formed AI team can replicate from scratch.
Three governed systems. Three industries. All in production.
Prior Authorization
Protocol Quality Review
Reconciliation Automation
Prior Authorization
HEALTHCARE
Problems
Manual prior authorization takes 15–30 minutes per order; 80–90% handled manually; growing denial backlogs eroding staff capacity.
elsai Solution
An end-to-end agentic workflow that captures orders, extracts clinical data, verifies payer policies, validates documentation, and routes decisions approve, deny, or escalate with full HIPAA compliance, audit trails, and zero data egress. Integrated with Epic and Cerner.
Monitors EHR for new PA tasks
Pulls orders, eligibility, and clinical info automatically
Verifies payer rules and flags genuine gaps only
Builds clean submission packets
Tracks every case to resolution
Epic·Cerner
HIPAA
Zero data egress
Results
80%
faster processing · 1 minute per order
40%
cost reduction across the auth function
10+ hrs
saved per staff member per week
Three ways to work with elsai engineers
01
START HERE
Staff Augmentation
Senior engineers, integrated into your team
Our agentic engineers embed directly into your existing team. They work within your stack, follow your architecture decisions, and build to your standards. No disruption. No dependency. Full IP ownership stays with you.
IDEAL FOR
Teams with active agentic programs who need to accelerate delivery, deepen execution capability, or handle a specific workflow build.
Month-to-month or fixed-term engagement
Full-time or part-time availability
Your tools, your stack, your IP
Include the ARMS observability on request
02
MOST POPULAR
Custom Agent Development
End-to-end workflow delivery
Need a specific agentic workflow built from scratch? elsai takes the brief, assembles a specialist team, builds to production standards, and hands over a governed, observable, fully integrated system — not a prototype.
IDEAL FOR
Organizations with a defined use case that need a production-grade agent delivered without building an internal team first.
Scoped delivery with defined milestones
Full audit trail and ARMS observability built in
Includes documentation and knowledge transfer
Ongoing support engagement is available post-delivery
03
SCALE TO THIS
Innovation Team
Agentic AI as a permanent enterprise capability
A dedicated elsai agent engineer team becomes your internal center of excellence. They ship agents, maintain live systems, train internal staff, and grow your agentic capability across multiple business units — over a sustained multi-year engagement.
IDEAL FOR
Enterprises that have committed to agentic AI as a strategic capability — not a vendor relationship.
Multi-year, dedicated team engagement
Scales with your program across departments
Includes capability transfer and internal training
Executive reporting and program governance
Why elsai not a general staffing platform.
General staffing platforms Turing, Toptal, BairesDev move fast and cover many roles. They are excellent for finding engineers who can use AI. They do not find engineers who can govern it in a regulated environment.
Frequently asked questions
How quickly can I see an engineer's profile?
Do I retain IP ownership?
How do you vet engineers for regulated environments?
What if the engagement isn't working?
Can we start with one workflow and scale?
See the profile before you commit
Tell us your use case, industry, and compliance requirements. We'll send a matched engineer profile within 24 hours no sales call. No commitment.
Request a matched profile →
Book a 20 min call →
elsai
Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.
elsai
Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.
Your AI program doesn't need more engineers.It needs the right ones.
elsai places governance-native, agentic engineers specialists who have shipped production-grade workflows in healthcare, BFSI, and life sciences and holds them accountable for what they build.
Request an engineer profile →
See what we've shipped →
Your AI program doesn't need more engineers.It needs the right ones.
elsai places governance-native, agentic engineers specialists who have shipped production-grade workflows in healthcare, BFSI, and life sciences and holds them accountable for what they build.
Request an engineer profile →
See what we've shipped →
Four reasons your last agentic hire didn't work.
What our engineers know and have shipped.
Everyone else is an agentic engineer proficient across four capability domains. More importantly, each has production evidence from regulated environments:
AI & LLM Engineering
Agentic Workflow Design
Guardrails & Compliance
Observability & Integration
Right model selection — GPT-4o, Claude 3.5, Gemini, Mistral, LLaMA — based on latency, cost, compliance
Fine-tuning on clinical, legal, and financial domain data
LLM-agnostic architecture to prevent vendor lock-in
Multimodal pipeline design: document, image, voice
Why elsai engineers are different?
Anyone can find an engineer who has used an LLM. Very few can find one who has shipped a governed, production-scale agentic workflow in a regulated industry. Here's what separates every elsai engineer:
Governance is in their architecture, not an afterthought
Our engineers implement guardrails, policy enforcement, and audit trails from day one not as a compliance retrofit. In healthcare and finance, that difference determines whether your system passes audit or gets pulled from production.
Domain intelligence is baked into their reasoning
Generic engineers apply generic prompts. elsai engineers understand payer policies, clinical ontologies, IRB protocols, and financial reconciliation logic and build them into the agent's reasoning layer. The result: fewer edge-case failures, fewer escalations, faster approval cycles.
They are measured, not just managed
Every engagement includes observability via ARMS cost per transaction, workflow accuracy, latency, and policy compliance in a single, unified view. You don't get a status update. You get a dashboard that your operations team can act on.
They have shipped it before in systems you recognize
Our engineers have built production-agile operations for prior authorization (Epic + Cerner), clinical protocol review (21 CFR Part 11), and financial reconciliation (SAP + Salesforce). They bring institutional memory that no newly-formed AI team can replicate from scratch.
Three governed systems. Three industries. All in production.
Prior Authorization
Protocol Quality Review
Reconciliation Automation
Prior Authorization
HEALTHCARE
Problems
Manual prior authorization takes 15–30 minutes per order; 80–90% handled manually; growing denial backlogs eroding staff capacity.
elsai Solution
An end-to-end agentic workflow that captures orders, extracts clinical data, verifies payer policies, validates documentation, and routes decisions approve, deny, or escalate with full HIPAA compliance, audit trails, and zero data egress. Integrated with Epic and Cerner.
Monitors EHR for new PA tasks
Pulls orders, eligibility, and clinical info automatically
Verifies payer rules and flags genuine gaps only
Builds clean submission packets
Tracks every case to resolution
Epic·Cerner
HIPAA
Zero data egress
Results
80%
faster processing · 1 minute per order
40%
cost reduction across the auth function
10+ hrs
saved per staff member per week
Three ways to work with elsai engineers
01
START HERE
Staff Augmentation
Senior engineers, integrated into your team
Our agentic engineers embed directly into your existing team. They work within your stack, follow your architecture decisions, and build to your standards. No disruption. No dependency. Full IP ownership stays with you.
IDEAL FOR
Teams with active agentic programs who need to accelerate delivery, deepen execution capability, or handle a specific workflow build.
Month-to-month or fixed-term engagement
Full-time or part-time availability
Your tools, your stack, your IP
Include the ARMS observability on request
02
MOST POPULAR
Custom Agent Development
End-to-end workflow delivery
Need a specific agentic workflow built from scratch? elsai takes the brief, assembles a specialist team, builds to production standards, and hands over a governed, observable, fully integrated system — not a prototype.
IDEAL FOR
Organizations with a defined use case that need a production-grade agent delivered without building an internal team first.
Scoped delivery with defined milestones
Full audit trail and ARMS observability built in
Includes documentation and knowledge transfer
Ongoing support engagement is available post-delivery
03
SCALE TO THIS
Innovation Team
Agentic AI as a permanent enterprise capability
A dedicated elsai agent engineer team becomes your internal center of excellence. They ship agents, maintain live systems, train internal staff, and grow your agentic capability across multiple business units — over a sustained multi-year engagement.
IDEAL FOR
Enterprises that have committed to agentic AI as a strategic capability — not a vendor relationship.
Multi-year, dedicated team engagement
Scales with your program across departments
Includes capability transfer and internal training
Executive reporting and program governance
Why elsai not a general staffing platform.
General staffing platforms Turing, Toptal, BairesDev move fast and cover many roles. They are excellent for finding engineers who can use AI. They do not find engineers who can govern it in a regulated environment.
Frequently asked questions
How quickly can I see an engineer's profile?
Do I retain IP ownership?
How do you vet engineers for regulated environments?
What if the engagement isn't working?
Can we start with one workflow and scale?
See the profile before you commit
Tell us your use case, industry, and compliance requirements. We'll send a matched engineer profile within 24 hours no sales call. No commitment.
Request a matched profile →
Book a 20 min call →
elsai
Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.
elsai
Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.
Your AI program doesn't need more engineers.It needs the right ones.
elsai places governance-native, agentic engineers specialists who have shipped production-grade workflows in healthcare, BFSI, and life sciences and holds them accountable for what they build.
Request an engineer profile →
See what we've shipped →
Your AI program doesn't need more engineers.It needs the right ones.
elsai places governance-native, agentic engineers specialists who have shipped production-grade workflows in healthcare, BFSI, and life sciences and holds them accountable for what they build.
Request an engineer profile →
See what we've shipped →
Four reasons your last agentic hire didn't work.
What our engineers know and have shipped.
Everyone else is an agentic engineer proficient across four capability domains. More importantly, each has production evidence from regulated environments:
AI & LLM Engineering
Agentic Workflow Design
Guardrails & Compliance
Observability & Integration
Right model selection — GPT-4o, Claude 3.5, Gemini, Mistral, LLaMA — based on latency, cost, compliance
Fine-tuning on clinical, legal, and financial domain data
LLM-agnostic architecture to prevent vendor lock-in
Multimodal pipeline design: document, image, voice
Why elsai engineers are different?
Anyone can find an engineer who has used an LLM. Very few can find one who has shipped a governed, production-scale agentic workflow in a regulated industry. Here's what separates every elsai engineer:
Governance is in their architecture, not an afterthought
Our engineers implement guardrails, policy enforcement, and audit trails from day one not as a compliance retrofit. In healthcare and finance, that difference determines whether your system passes audit or gets pulled from production.
Domain intelligence is baked into their reasoning
Generic engineers apply generic prompts. elsai engineers understand payer policies, clinical ontologies, IRB protocols, and financial reconciliation logic and build them into the agent's reasoning layer. The result: fewer edge-case failures, fewer escalations, faster approval cycles.
They are measured, not just managed
Every engagement includes observability via ARMS cost per transaction, workflow accuracy, latency, and policy compliance in a single, unified view. You don't get a status update. You get a dashboard that your operations team can act on.
They have shipped it before in systems you recognize
Our engineers have built production-agile operations for prior authorization (Epic + Cerner), clinical protocol review (21 CFR Part 11), and financial reconciliation (SAP + Salesforce). They bring institutional memory that no newly-formed AI team can replicate from scratch.
Three governed systems. Three industries. All in production.
Prior Authorization
Protocol Quality Review
Reconciliation Automation
Prior Authorization
HEALTHCARE
Problems
Manual prior authorization takes 15–30 minutes per order; 80–90% handled manually; growing denial backlogs eroding staff capacity.
elsai Solution
An end-to-end agentic workflow that captures orders, extracts clinical data, verifies payer policies, validates documentation, and routes decisions approve, deny, or escalate with full HIPAA compliance, audit trails, and zero data egress. Integrated with Epic and Cerner.
Monitors EHR for new PA tasks
Pulls orders, eligibility, and clinical info automatically
Verifies payer rules and flags genuine gaps only
Builds clean submission packets
Tracks every case to resolution
Epic·Cerner
HIPAA
Zero data egress
Results
80%
faster processing · 1 minute per order
40%
cost reduction across the auth function
10+ hrs
saved per staff member per week
Three ways to work with elsai engineers
01
START HERE
Staff Augmentation
Senior engineers, integrated into your team
Our agentic engineers embed directly into your existing team. They work within your stack, follow your architecture decisions, and build to your standards. No disruption. No dependency. Full IP ownership stays with you.
IDEAL FOR
Teams with active agentic programs who need to accelerate delivery, deepen execution capability, or handle a specific workflow build.
Month-to-month or fixed-term engagement
Full-time or part-time availability
Your tools, your stack, your IP
Include the ARMS observability on request
02
MOST POPULAR
Custom Agent Development
End-to-end workflow delivery
Need a specific agentic workflow built from scratch? elsai takes the brief, assembles a specialist team, builds to production standards, and hands over a governed, observable, fully integrated system — not a prototype.
IDEAL FOR
Organizations with a defined use case that need a production-grade agent delivered without building an internal team first.
Scoped delivery with defined milestones
Full audit trail and ARMS observability built in
Includes documentation and knowledge transfer
Ongoing support engagement is available post-delivery
03
SCALE TO THIS
Innovation Team
Agentic AI as a permanent enterprise capability
A dedicated elsai agent engineer team becomes your internal center of excellence. They ship agents, maintain live systems, train internal staff, and grow your agentic capability across multiple business units — over a sustained multi-year engagement.
IDEAL FOR
Enterprises that have committed to agentic AI as a strategic capability — not a vendor relationship.
Multi-year, dedicated team engagement
Scales with your program across departments
Includes capability transfer and internal training
Executive reporting and program governance
Why elsai not a general staffing platform.
General staffing platforms Turing, Toptal, BairesDev move fast and cover many roles. They are excellent for finding engineers who can use AI. They do not find engineers who can govern it in a regulated environment.
Frequently asked questions
How quickly can I see an engineer's profile?
Do I retain IP ownership?
How do you vet engineers for regulated environments?
What if the engagement isn't working?
Can we start with one workflow and scale?
See the profile before you commit
Tell us your use case, industry, and compliance requirements. We'll send a matched engineer profile within 24 hours no sales call. No commitment.
Request a matched profile →
Book a 20 min call →
elsai
Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.
elsai
Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.
Your AI program doesn't need more engineers.It needs the right ones.
elsai places governance-native, agentic engineers specialists who have shipped production-grade workflows in healthcare, BFSI, and life sciences and holds them accountable for what they build.
Request an engineer profile →
See what we've shipped →
Four reasons your last agentic hire didn't work.
What our engineers know and have shipped.
Everyone else is an agentic engineer proficient across four capability domains. More importantly, each has production evidence from regulated environments:
AI & LLM Engineering
Agentic Workflow Design
Guardrails & Compliance
Observability & Integration
Right model selection — GPT-4o, Claude 3.5, Gemini, Mistral, LLaMA — based on latency, cost, compliance
Fine-tuning on clinical, legal, and financial domain data
LLM-agnostic architecture to prevent vendor lock-in
Multimodal pipeline design: document, image, voice
Why elsai engineers are different?
Anyone can find an engineer who has used an LLM. Very few can find one who has shipped a governed, production-scale agentic workflow in a regulated industry. Here's what separates every elsai engineer:
Governance is in their architecture, not an afterthought
Our engineers implement guardrails, policy enforcement, and audit trails from day one not as a compliance retrofit. In healthcare and finance, that difference determines whether your system passes audit or gets pulled from production.
Domain intelligence is baked into their reasoning
Generic engineers apply generic prompts. elsai engineers understand payer policies, clinical ontologies, IRB protocols, and financial reconciliation logic and build them into the agent's reasoning layer. The result: fewer edge-case failures, fewer escalations, faster approval cycles.
They are measured, not just managed
Every engagement includes observability via ARMS cost per transaction, workflow accuracy, latency, and policy compliance in a single, unified view. You don't get a status update. You get a dashboard that your operations team can act on.
They have shipped it before in systems you recognize
Our engineers have built production-agile operations for prior authorization (Epic + Cerner), clinical protocol review (21 CFR Part 11), and financial reconciliation (SAP + Salesforce). They bring institutional memory that no newly-formed AI team can replicate from scratch.
Three governed systems. Three industries. All in production.
Prior Authorization
Protocol Quality Review
Reconciliation Automation
Prior Authorization
HEALTHCARE
Problems
Manual prior authorization takes 15–30 minutes per order; 80–90% handled manually; growing denial backlogs eroding staff capacity.
elsai Solution
An end-to-end agentic workflow that captures orders, extracts clinical data, verifies payer policies, validates documentation, and routes decisions approve, deny, or escalate with full HIPAA compliance, audit trails, and zero data egress. Integrated with Epic and Cerner.
Monitors EHR for new PA tasks
Pulls orders, eligibility, and clinical info automatically
Verifies payer rules and flags genuine gaps only
Builds clean submission packets
Tracks every case to resolution
Epic·Cerner
HIPAA
Zero data egress
Results
80%
faster processing · 1 minute per order
40%
cost reduction across the auth function
10+ hrs
saved per staff member per week
Three ways to work with elsai engineers
01
START HERE
Staff Augmentation
Senior engineers, integrated into your team
Our agentic engineers embed directly into your existing team. They work within your stack, follow your architecture decisions, and build to your standards. No disruption. No dependency. Full IP ownership stays with you.
IDEAL FOR
Teams with active agentic programs who need to accelerate delivery, deepen execution capability, or handle a specific workflow build.
Month-to-month or fixed-term engagement
Full-time or part-time availability
Your tools, your stack, your IP
Include the ARMS observability on request
02
MOST POPULAR
Custom Agent Development
End-to-end workflow delivery
Need a specific agentic workflow built from scratch? elsai takes the brief, assembles a specialist team, builds to production standards, and hands over a governed, observable, fully integrated system — not a prototype.
IDEAL FOR
Organizations with a defined use case that need a production-grade agent delivered without building an internal team first.
Scoped delivery with defined milestones
Full audit trail and ARMS observability built in
Includes documentation and knowledge transfer
Ongoing support engagement is available post-delivery
03
SCALE TO THIS
Innovation Team
Agentic AI as a permanent enterprise capability
A dedicated elsai agent engineer team becomes your internal center of excellence. They ship agents, maintain live systems, train internal staff, and grow your agentic capability across multiple business units — over a sustained multi-year engagement.
IDEAL FOR
Enterprises that have committed to agentic AI as a strategic capability — not a vendor relationship.
Multi-year, dedicated team engagement
Scales with your program across departments
Includes capability transfer and internal training
Executive reporting and program governance
Why elsai not a general staffing platform.
General staffing platforms Turing, Toptal, BairesDev move fast and cover many roles. They are excellent for finding engineers who can use AI. They do not find engineers who can govern it in a regulated environment.
Frequently asked questions
How quickly can I see an engineer's profile?
Do I retain IP ownership?
How do you vet engineers for regulated environments?
What if the engagement isn't working?
Can we start with one workflow and scale?
See the profile before you commit
Tell us your use case, industry, and compliance requirements. We'll send a matched engineer profile within 24 hours no sales call. No commitment.
Request a matched profile →
Book a 20 min call →
elsai
Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.