The Era of Mission-Critical Artificial Intelligence.
As artificial intelligence becomes the primary operating substrate of modern economies, institutions cannot depend on opaque, generic models trained on unverified web scrapes. We are constructing verifiable, sovereign AI systems that respect local statutory law, commercial logic, and linguistic identity.
Precision Architecture Grounded in Institutional Reality.
We engineer specialized domain platforms that operate with complete legal, operational, and acoustic sovereignty.
Statutory & Legal Sovereignty
Legal and tax systems represent the bedrock of commercial trust. In Bangladesh, unindexed gazettes, manual IT-10B wealth statement reconciliations, and complex corporate withholding rules create operational gridlock. Legally unites Harvey-class statutory & case-law RAG, deterministic Personal Tax (Income Tax Act 2023), Corporate Tax & payer TDS, Personal & Corporate AI Legal Advisors, Document Generator, and Clio-class Practice Management—with VAT demoted to an embedded subordinate utility.
Autonomous Commerce Operations
High-velocity digital commerce requires real-time operational precision. Customer experience cannot survive on static FAQ chatbots that cannot resolve problems. Fihi transforms support from a manual cost center into an autonomous resolution engine—combining a 3-pane omnichannel inbox, 12 audited backend store mutations, courier telemetry sync, and read-only 200-ticket Sandbox AutoQA.
Acoustic & Linguistic Sovereignty
Voice is the most natural human interface, yet South Asian languages have been marginalized by Western-centric acoustic models. Sono solves natural conversational Bengali alongside global languages—featuring Dhaka prosody, G2P conjunct disambiguation, sub-300ms turn-taking, and cryptographic voice captcha verification.
Five Architectural Commandments for Applied AI.
Non-negotiable engineering principles governing our models, data containment boundaries, and interfaces.
Sovereign Context Is Not an Afterthought
A model that does not understand statutory tax law or local phonetics cannot serve sovereign institutions. We build for the exact regulatory and cultural environment of our clients.
Pinpoint Citations Are Mandatory
In enterprise intelligence, ungrounded confidence is a fatal defect. Every factual claim must pinpoint its authentic primary source.
Client Data Is Sacred and Isolated
We reject business models that exploit customer data to train shared foundation models. Tenant vaults remain cryptographically sealed at all times.
Deterministic Math Over Probabilistic Guesswork
Financial reconciliations and statutory tax computations must be executed with deterministic mathematical engines, not LLM token generation.
Human Expertise Remains Sovereign
Our technology serves to eliminate clerical fatigue and amplify human precision, leaving strategic judgment in the hands of accredited professionals.