Tool use with guardrails
Every tool an agent can call is scoped, permissioned and logged. Sensitive actions require human approval.
Capabilities
Production AI engineering, end to end.
We do not licence a platform and hope it fits. We engineer production systems against your data, inside your perimeter, and hand them over as code you own.
01 · Autonomous agents & workflows
Agents that do the work, not just the talking.
We build agents that operate across your real systems (ERP, CRM, ticketing, email, document stores), executing multi-step workflows with scoped permissions, approvals and full observability.
Deterministic where it matters
We mix LLM reasoning with rules, validations and fallbacks so outcomes are predictable and testable.
Observable and replayable
Traces, costs and decisions are recorded so every run can be audited, replayed and improved.
- Back-office reconciliation and exception handling
- Customer-service triage and resolution
- Sales operations, enrichment and research
- Internal knowledge assistants wired to your tools
02 · Document intelligence & compliance
From unstructured paper to audited data.
Layout-aware OCR, classification and schema-constrained extraction, wrapped in validation rules, review queues and audit trails. Built for the documents that actually run your business.
Layout-aware extraction
Scans, photos, tables, stamps and handwriting across hundreds of templates and languages.
Validation, not hope
Cross-field checks, checksums and business rules catch errors before they reach downstream systems.
Compliance mapping
Evidence mapped to GDPR, EU AI Act and ISO controls, with citations and partner sign-off.
- Financial statements, pension and 401(k) documents
- Promissory notes, invoices and banking instruments
- Contracts, policies and regulatory evidence
- KYC / KYB files and procurement dossiers
03 · Voice & conversational agents
Service desks that answer on the first ring.
Voice and chat agents that answer, triage, schedule and resolve routine requests around the clock, and hand complex cases to the right person with full context.
Natural, low-latency voice
Streaming speech pipelines tuned for real phone lines and real accents.
Grounded answers
Responses come from your policies and systems of record, never improvised.
Clean escalation
Live handover to humans with a summary, transcript and suggested next step.
- AI receptionists and front desks
- Appointment scheduling and reminders
- Order, claim and case status
- Multilingual first-line support
04 · RAG, search & knowledge systems
Retrieval that holds up at enterprise scale.
Hybrid lexical and vector search, fine-tuned embeddings, query understanding and evaluation suites, engineered for accuracy, latency and cost rather than demo-day impressions.
Hybrid by default
Lexical precision for IDs and terms, semantic recall for meaning, fused with metadata filters.
Right-sized models
Fine-tuned open embedding models that outperform larger proprietary ones on your data.
Measured relentlessly
Synthetic and real query sets track recall, precision and latency on every release.
- Enterprise knowledge search
- Text-to-SQL over governed data
- Long-document question answering
- Structured outputs & schema engineering
05 · Forward-deployed AI engineering
Senior engineers, embedded with your team.
We work where the problem lives: alongside your operators, on your infrastructure, against your data. Weekly demos on real inputs replace slideware, and production hardening starts on day one.
Discovery on the floor
We map the workflow with the people who run it and quantify the cost of every step.
Evaluation first
A golden dataset you sign off defines what “good” means before we optimise anything.
Handover you own
Code, prompts, evaluations, runbooks and infrastructure-as-code transfer to your team.
- 2–4 week production sprints
- Embedded delivery squads
- Rescue of stalled AI pilots
- Architecture and model strategy reviews
06 · Executive & technical AI training
Teams that can build, buy and govern AI.
Programs for executives, engineers and operators, delivered with leading academies and inside client organisations. Practical, hands-on and anchored in production reality.
Executive programs
Strategy, risk and ROI frameworks so leaders can prioritise with confidence.
Engineering bootcamps
LLM engineering, agents, RAG and evaluations, built hands-on on realistic data.
Team enablement
AI-augmented workflows rolled out to the teams that will use them every day.
- Board and C-level AI briefings
- LLM engineering bootcamps
- AI for Business master’s modules
- In-house enablement programs
Engineering standards
How every system ships
Evaluation harnesses
Golden datasets, regression suites and accuracy dashboards for every system we ship.
Guardrails & policy
PII redaction, prompt-injection defences, output validation and policy checks.
Observability
Tracing, cost and latency monitoring, with alerting wired into your on-call tooling.
Security by default
Least-privilege access, secrets management, audit logs and VPC or on-premise deployment.
Model strategy
Model-agnostic architecture across frontier and open-weight models, chosen per task.
Cost engineering
Caching, batching, routing and right-sized models to keep unit economics healthy.
Integrations
Wired into the stack you already run
Technology & ecosystem alliances
Production AI, paired with the Work OS you already run
Fixed-scope AI and Work OS deployments on monday.com Enterprise, Service and CRM — live in weeks.
Authorized Partner · UAE / EMEA- AITP Foundations Certified
- AI Pathway Level I Certified
- CRM Sales Certified
01
AITP Launch
$4,500 · 3–4 weeks
+$900/mo optional managed AI
02
AITP Core
$9,500 · 6 weeks
Most popular
+$1,800/mo managed AI
03
AITP Regulated Enterprise
$14,500 · 8–10 weeks
+$2,500/mo managed AI
How we deploy
Engineered inside your perimeter.
We embed senior engineers with your team, build on your infrastructure and hand over a system you fully own, typically in two to four weeks.
Your VPC · on-premise · sovereign cloud
Your systems
- Core banking & ERP
- Document stores & DMS
- Email & ticketing
- Data lake & warehouse
- CRM & line-of-business apps
Allometrik system layer
- Ingestion & OCRParsing, classification, layout
- Retrieval & reasoningHybrid search, LLM orchestration
- Agents & toolsScoped actions, approvals
- Evaluation & guardrailsGolden sets, policy, audit trail
Outcomes
- Your apps & ERP
- Review console
- Reports & audit evidence
Forward-deployed engineering
Senior engineers embedded with your operators, not a ticket queue an ocean away.
2–4 weeks to production
Scoped sprints that go from discovery to a live, monitored system in weeks.
Your VPC or on-premise
Deployed in your cloud tenancy or data centre, with open-weight or private model endpoints when data cannot leave.
100% IP & code ownership
Source code, prompts, evaluation suites and infrastructure-as-code transfer to you.
Evaluation & guardrails
Golden datasets, regression evaluations, PII redaction, policy checks and full audit trails.
How we engage
Three ways in. One production outcome.
Questions
What operators usually ask
Both. Custom production agents (with free Allometrik AI OS) are the core track. When a client needs CRM, Service or Work Management connected to those agents, we pair with operational execution platforms — monday.com is the first published alliance, as a separate fixed-scope AITP track.
Book a consultation
Let’s find your most expensive process.
Book a 30-minute call, or send a note — a senior engineer replies within one business day.
- 0130-minute discovery callWe map the workflow, data and constraints with you.
- 02Feasibility & ROI map in 48 hoursWhich processes to automate first, and what it is worth.
- 03Fixed-scope proposalA 2–4 week production sprint with clear acceptance criteria.
https://calendly.com/jovisaib/introcall