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AI innovation studio · vertical AI

Vertical AI that holds up in court and in the audit.

MahumTech builds and operates AI products for regulated industries. Our lead product, LexAlign, brings source-verified litigation intelligence to Texas teams. Lawli and SubOps apply the same verification-first architecture to eviction response and delivery-contractor recovery.

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  • Source-linked evidence
  • Deterministic rule engines
  • Human-approved output
Source-linked· every claim traces to its evidence
Deterministic where it counts· rules compute deadlines and dollars
Abstains· typed refusals on thin evidence
Human approval· bound to the exact payload

Products

One verification-first core, applied where mistakes are expensive

Each product has a public site. Access inside the product is by invitation.

Lead product

Litigation intelligence · Texas

LexAlign

Source-verified research, citation checking and attorney approval for Texas litigation teams. Every statement can be traced to its evidence and checked before it is relied on.

  • Cite check with zero model calls, verified against CourtListener: verified, misquoted, wrong case name or not found
  • Claim assurance: a hash-bound attorney approval that rejects forged reviewers and stale versions
  • Evidence box with the exact source span, document version and SHA-256
  • Grounded query that abstains with a typed refusal when evidence is thin
Visit lexalign.aiRequest LexAlign access

Eviction response · Texas

Lawli

Dallas Justice Court eviction response under Rule 510 and SB 38, in English and Spanish, with a clear route to an attorney when a question needs one.

  • A signed rule pack with 22 rules computes readiness and deadlines without a model in the loop
  • A model-proposed fact from a notice is kept only if its quote appears verbatim in the notice
  • Strategy and odds questions stop at an attorney-review handoff

Lawli provides legal information and workflow support, not legal advice.

Visit lawli.aiRequest Lawli access

Settlement recovery · Logistics

SubOps

Reads FedEx Ground contractor settlements and finds money owed, with every finding linked to its source document and span.

  • 27 deterministic rules with fail-closed evidence states
  • Native CSV and XML parsing with no model call; dollars in integer cents
  • Dispute drafts are blocked unless usable source evidence supports them

SubOps is independent and not affiliated with FedEx.

Visit subops.aiRequest SubOps access

Texas specialization

Texas-first by construction, not by prompt

Courts, procedure, citation format and ethics guidance are modeled as rules and data. That is what lets LexAlign check its own work against Texas authority.

Courts
Supreme Court of Texas, Court of Criminal Appeals, 15th Court of Appeals, 14 courts of appeals, district courts, and the Texas Business Court under HB 40 with a venue advisory.
Citation format
Greenbook 16th Edition formatter and validator, including S.W.3d, Tex. App. petition history and public-domain Tex. Bus. citations.
Procedure and deadlines
A deadline engine for TRCP 99(b), 193 and 196–198, plus the 2026 amendment to Rule 166a.
Ethics
An attestation export built for State Bar of Texas Opinion 705 on AI-assisted work.
Authority ingestion
Cataloged sources covering Texas codes and rules, Harris, Dallas and Bexar local rules, and appellate opinions.
Extensible
A jurisdiction-pack architecture: the Texas pack ships first and further states plug in beside it.

Platform

Verification-first architecture, shared across every product

Architecture, release evidence and governance move together. The same retrieval, rule-engine and approval patterns carry from litigation to eviction court to settlement recovery.

Agent runtime and context

Multi-agent orchestration and durable execution pair structured state with context engineering, hybrid RAG, reranking, citations, and bounded memory.

Interoperability by need

MCP tool surfaces, authenticated APIs, and scoped agent interoperability are introduced only when cross-system exchange is justified; otherwise the surface stays closed.

Evaluation and observability

Release gates combine deterministic and adversarial evals with GenAI observability for model, retrieval, tool, cost, latency, and approval evidence.

Governance that can be examined

Least-privilege access and HITL controls map to NIST AI RMF and OWASP GenAI and agentic risks; ISO/IEC 42001 is treated as readiness work, not a certification claim.

Portrait of Sarosh Hussain in a charcoal suit, white shirt, and purple tie against a charcoal studio background

Leadership

Sarosh Hussain

Founder and controlling decision-maker, MahumTech · CTO & Partner, Pendoah

Commercial AI CTO and former enterprise CIO with responsibility across product strategy, architecture and engineering delivery. Pendoah engagements and independent work retain their own company and contract attribution.

Selected founder-led engagements

Founder experience behind the products

Selected examples from engagements led by MahumTech's founder, including work delivered through other organizations. These examples show the founder's experience. Client identities remain private.

9 selected engagements · identities withheld

Commercial AI

AI customer-operations SaaS

Led product and engineering work on an AI customer-operations SaaS business that exceeded $1M ARR. Delivery included inquiry and finance agents, integrations and human escalation.

Business exceeded $1M ARR · founder-led engagement

Regulated healthcare

Regulated pharmacy analytics

Delivered NLP-to-SQL analytics across 50 pharmacy locations, with validated queries, auditability and an operator correction loop.

Live across 50 pharmacy locations

Commerce operations

Commerce support automation

Built a multi-intent support agent integrating email, commerce, shipment tracking, knowledge rules and human escalation.

Connected commerce systems · human-gated automation

Private legal AI

Private legal intelligence

Built private, on-premises legal-intelligence workflows in a client-controlled environment, with governed retrieval, drafting assistance, and human review.

On premises · client-controlled data boundary

Enterprise integration

Enterprise AI API and identity

Delivered an enterprise AI API secured with Entra ID, OAuth2/JWT, tenant and user access controls, strict JSON contracts, and production Azure deployment.

Identity-gated · production Azure deployment

Financial services

Corporate credit-risk automation

Built an agentic workflow for evidence gathering, structured case analysis, risk and complexity assessment, collection mandates, and expert review.

Cross-border decision workflow · human validation

Knowledge work

Technical-document AI

Delivered AI-assisted technical-document generation with enterprise search, section-aware assistance, structured editing, templates, and workflow integration.

Private knowledge workspace · structured authoring

Conversational operations

Conversational lead qualification

Delivered multi-step voice and messaging qualification, scheduling, and live-call transfer with monitoring, runbooks, security controls, and operator handoff.

Live human transfer · operational handover

Executive technology leadership

Consumer-health interim CTO

Led a three-month interim-CTO engagement through platform stabilization, delivery governance, architecture, security and privacy controls, and beta readiness.

Three-month stabilization · beta-readiness handover

This record includes Pendoah-delivered and independent confidential engagements led by MahumTech's founder. They are presented as leadership and delivery evidence; no engagement is relabeled as a MahumTech contract.

Founder profile

Explore work on GitHub

Visit the founder's GitHub profile to explore public work.

View GitHub profile

Work with MahumTech

Request product access, join as a design partner, or talk with us about the platform.

Product access

Request LexAlign, Lawli or SubOps access

Access is by invitation. Tell us your team, your jurisdiction or workflow, and what you need to verify. We review each request.

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Design partners

Shape the product with us

Texas litigation teams and regulated-industry operators can work with us on workflows, evidence rules and review gates.

Discuss a partnership

Technology and platform

Talk with us about the platform

Verification-first retrieval, rule engines and approval controls built for regulated work. We welcome technology and infrastructure partners.

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Start with the operating outcome that matters most

Bring a workflow to improve, a product to build, or a delivery program that needs a clearer path into operation.

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Contact

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  1. 1

    Choose the product

    Tell us whether you need LexAlign, Lawli or SubOps, or want to talk about the platform.

  2. 2

    Describe the workflow

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  3. 3

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