Ascend AI/BI & Genie
Scaling Data Intelligence from Blueprint to Enterprise Rollout
A productized platform of five horizontal modules and four industry accelerators for scaling Databricks Genie and AI/BI Dashboards on Unity Catalog. In production across semiconductor, professional services, life sciences, and manufacturing.
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Three reasons enterprise
AI/BI rollouts stall
Enterprises invest heavily in data platforms but most of that investment stops short of the business users who need the answers.
Dashboard Graveyard
Static reports and unused PDFs pile up. Most data investment stops short of the business users who need the answers. The path from warehouse to decision-maker is the most expensive one to build.
Scattered Metrics
Hundreds of ad-hoc metric definitions across dashboards produce conflicting numbers. There is no agreed definition of KPIs across teams, and executive trust collapses the first time finance and sales report different revenue.
BI Migration Barrier
Teams want to move off Power BI and Tableau, but the migration effort (DAX translation, semantic model reconstruction, change management) blocks modernization. Six-month parallel runs become permanent.
Five horizontal modules.
Four industry accelerators.
One Unity Catalog control plane.
Databricks already ships the best primitives in the market: Genie, AI/BI Dashboards, Unity Catalog Metric Views, Databricks One. What enterprises need is the program around them: delivery cadence, measurable accuracy, and a certification path. The five modules below provide that.
98%
AI/BI adoption among Databricks SQL warehouse customers
300%+
Genie MAU growth year-over-year
4–12 week
Production-ready deployment
The Five Horizontal Modules
Each module ships independently. Most engagements blend two or three; the full-stack engagement runs all five.
01
Genie Space Factory
Productized Genie space delivery at enterprise scale.
Space Blueprint Library (6 pre-curated domains), Metadata Engineering Toolkit, Benchmark Automation Suite, CI/CD pipeline with accuracy gates, feedback-to-refinement loop.
10–15 days of artisanal Genie authoring → 3 days per domain. Every space ships with ≥80% benchmark baseline.
$75K–$150K · 4–8 weeks
02
MetricForge
Productized semantic layer on UC Metric Views.
Metric View YAML Generator, Metric Governance Framework, Genie integration layer, Cross-tool consumption templates, Metric Drift Detection.
1–2 weeks of manual YAML authoring → 2 days for a 50-metric catalog. Every metric owned, certified, and drift-monitored.
$80K–$200K · 6–10 weeks
03
ConvertBI
Power BI / Tableau migration to AI/BI + Genie.
Dashboard Audit & Triage tool, DAX-to-SQL transpilation engine, 25+ Lakeview templates, Companion Genie space generator, Parallel-run validation framework.
200 dashboards in 4–8 weeks, not 4 months. Every migrated dashboard ships with a companion Genie space and parity scorecard.
$100K–$300K · 8–16 weeks
04
InsightEmbed
Embedded analytics for SaaS and external users.
Tenant-scoped dashboard embedding, Genie Conversation Widget, SQL/RLS-backed multi-tenant isolation, scheduled delivery + alerts engine, service-principal credential rotation.
White-label Databricks AI/BI inside your product, with conversational analytics for end customers.
$150K–$400K · 8–12 weeks
05
OneDeploy
Enterprise rollout program for Databricks One.
Consumer Access Architecture (6 canonical group types + permission manifests), Content Curation & Certification (stage machine + UC-tag audit trail), Adoption Analytics Dashboard (9 metric families + early-warning).
100–500 business users live on Databricks One in 6–12 weeks, with reversible onboarding and CISO-ready audit artifacts.
$50K–$120K · 6–12 weeks
Four industry accelerators
Pre-built Genie spaces, certified Metric Views, and compliance tooling per industry. Delivery teams ship in 1–2 weeks instead of starting from a blank canvas every engagement.
Healthcare
Analytics Command Center
Clinical Operations · Revenue Cycle · Population Health · Quality & Compliance. 23 certified metrics, HIPAA PHI tagger + RLS template, 10/10 Clinical Ops benchmark.
Finserv
Intelligence Hub
Risk & Compliance · Customer Intelligence · Trading & Market · Claims & Underwriting. 26 certified metrics, SOX + Basel III + SEC MNPI logging, 39/40 benchmark.
Retail / CPG
Analytics Engine
Sales · Inventory · Customer Analytics · Marketing. 16-metric catalog, customer cohort analysis, 37/40 Retail Analytics benchmark.
Manufacturing
Industrial Operations
Production · Quality Yield · Maintenance Reliability · Supply Planning. 20 local-ready metrics, OEE/MTBF/yield KPIs, ISA-95 aligned.
Reference Architecture
Unity Catalog at the center. Every layer compounds a Databricks primitive. Identity, lineage, and audit stay inside UC.
Distribution
External Embedding · MS Teams · Mobile · Alerts
Portal
Databricks One
AI/BI Surfaces
Genie Spaces · AI/BI Dashboards · Apps · Multi-Agent Chat
Semantic Layer
Unity Catalog Metric Views
Governance
Unity Catalog · Lineage · Tags · Audit Log
Data Layer
Gold Lakehouse Tables
Ascend AI/BI & Genie compounds Databricks Genie, UC Metric Views, Asset Bundles, system.access.audit, SCIM, and AI/BI Dashboard embedding into a governed, measurable delivery surface. Every artifact is a DAB target inside Unity Catalog.
Production-evidenced
Across Four Industries
Customer details anonymized. Reference logos and named case studies available under NDA.
Manufacturing · 17 Plants
Top-5 Carbon Black Manufacturer
CHALLENGE
Yield performance data trapped in manually refreshed Power BI dashboards. Plant managers couldn't ask ad-hoc questions about yield, production volumes, or plant KPIs without waiting on analyst support.
OUTCOME
"Final Yield Genie": a conversational AI/BI Genie Space consolidating 24 source tables into a curated semantic layer with industry-specific yield formulas.
99.8% accuracy vs. legacy Power BI
Semiconductor · Global
Test Equipment Leader
CHALLENGE
Supply-chain KPIs (Orders, Shipments, Backlog, Demand) lived in brittle Power BI dashboards. Analyst dependency throttled decision speed.
OUTCOME
Genie Space over Unity Catalog gold for supply-chain KPIs achieving Power BI parity, removing analyst dependency, and building stakeholder trust before broader rollout.
KPI parity + analyst dependency removed
Life Sciences · Top-3 Pharma
Embedded Genie Experience
CHALLENGE
Embedded analytics needed inside the customer's own product UI without exposing the Databricks workspace surface to external users.
OUTCOME
Genie embedded in custom UI via the Conversation API with multi-Genie-Space orchestration, DSPy-generated summaries, and interactive trend-line visuals.
Multi-Genie-Space orchestration via API
Professional Services · Global
Top Management Consulting Firm
CHALLENGE
Internal operations and revenue analytics benchmarked against blessed dashboard KPIs. Custom join logic, SQL definitions, and metadata had to drive answers, with no free-form NL2SQL.
OUTCOME
100% benchmark accuracy on the curated KPI set, unlocking broader business-user adoption of Genie inside the firm.
100% benchmark accuracy
Why partners choose Koantek
for AI/BI on Databricks
Brickbuilder Partner
Silver+ tier. Q2 FY27 GTM-aligned for Genie and Lakebase.
Unity Catalog-native
Every artifact is a DAB target. Identity, lineage, and audit stay inside UC.
Production-evidenced
39/40 FinServ, 10/10 Healthcare, 37/40 Retail benchmarks. CI/CD-gated deploys with audit trail.
Multi-cloud delivery
AWS, Azure, GCP. Same YAML, same CLI, same Asset Bundles.
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