Your data team is buried.
Every unanswered question is a decision made on gut.
57% of data professionals spend their time maintaining data, not generating insight. AskEdi closes that gap. Ask any business question in plain English. A two-stage AI pipeline reasons on your human-validated semantic layer - not raw rows - and returns a live query result grounded in definitions your team has approved. Verified answer. Recommended action. Confidence level. In seconds.
of business leaders can reliably generate timely insights
Only 49% of business leaders say they can reliably generate timely insights. The rest are waiting on a data team that spends 57% of its time maintaining data instead of answering questions. Every question that waits is a decision made on gut, on a spreadsheet, or not at all.
By 2027, 50% of business decisions will be augmented by AI agents. The companies building on governed data foundations today lead that transition. The rest are still waiting on their data team. AskEdi exists so every question gets answered, accurately, instantly, without touching your analyst's queue.
The Deterministic Engine
Two stages. One safety net.
Zero guesses.
Two core AI stages, one safety net. Intent Lock classifies the question before your database is touched. Query Synthesis generates the exact verified query from your schema and validated definitions. Empty Result Recovery explains what's missing if your database returns nothing - never guesses, never fills in values. AskEdi reasons on metadata and validated definitions, never raw rows. That guarantee only holds because Integrate governed the foundation and Transform cleaned the data before AskEdi ever sees it.
Stage 1 - Intent Lock
Before your database is touched, AskEdi reads your question and decides exactly what kind of answer you need - a chart, a narrative, or a redirect. Wrong questions get caught here, not after your data runs.
Stage 2 - Query Synthesis
With intent locked, AskEdi generates the exact query for your database - without ever seeing your actual records. It reasons on your schema structure and data quality statistics alone today.
Safety Net - Empty Result Recovery
If your database returns no data for a question, AskEdi explains why in plain language rather than showing a blank or broken chart. Only fires when needed - never guesses or fills in values.
Glass Box AI
Not black box magic
Every answer shows exactly what the AI reasoned and exactly what ran against your database - side by side. Your compliance team can verify any answer without touching the data.
FROM public.users
GROUP BY col_4
FROM public.users
GROUP BY region
Plug-and-Play Intelligence
Read-only guard enforcement
Choose your AI provider and lock it for the session. AskEdi can only read your data - it is architecturally prevented from writing, deleting, or modifying anything in your database.
Decision Intelligence
Your data tells you what happened.
AskEdi shows you what to do. You decide.
Decision-type questions return recommended actions, scenario ranges, and confidence levels - grounded only in what your data actually supports. AskEdi never invents a number. You walk into the room with the evidence; you make the call.
"Revenue declined 12% last quarter, driven by Region A."
"Reallocate budget from Region A (18% below target, consistent for 3 months) to Region C (24% above baseline). Conservative recovery opportunity: ~$340K. Confidence: medium - gap is clear but causal data unavailable. Validate: watch Region C margin over next 6 weeks."
Recommended Actions
Decision-type questions return an imperative recommendation - Prioritize, Reallocate, Investigate - grounded only in what your query results actually support.
Scenario-Based Impact
Impact is quantified as a conservative and aggressive scenario range using query-produced data. If a number can't be derived, AskEdi states that explicitly instead of inventing one.
Explicit Confidence Levels
Every decision response declares High, Medium, or Low confidence with a one-sentence justification - concentration, sample size, consistency - so you know exactly how much to act on it.
Mandatory Diagnostic Drill-Down
AskEdi cannot name a top driver and stop. It must drill into the strongest observed opportunity or risk before recommending - closing the gap between analysis and action.
Decision Summary
Every decision response closes with a structured Decision Summary: recommended action, evidence, scenario upside or risk, confidence, and a validation metric with a time window.
Three Privacy Modes
You control exactly what
the AI sees.
Every AskEdi session operates under one of three strict payload modes. In all three, your private company records are mechanically blocked from transmission to any LLM.
Private Mode
Column names are replaced with anonymous placeholders (col_1, col_2...). The AI calculates metrics without ever seeing your schema. Results are reverse-mapped post-inference.
Balanced Mode
Real column names and DQ statistics are shared for maximum analytical accuracy. Row-level data is mechanically blocked. The enterprise default for most organizations.
Full Context Mode
Top-frequency categorical values are included alongside schema, enabling deeper pattern recognition. Chat history is retained across the session for multi-step analysis.
Glass Box AI
Every answer is auditable.
Nothing is hidden.
Every answer AskEdi gives is fully auditable. Open any chart response and see exactly what the AI reasoned - and exactly what ran against your database. Your compliance team can verify any answer without needing database access.
FROM table_1
WHERE col_7 > '2024-01-01'
GROUP BY col_4
ORDER BY total DESC
LIMIT 10
Column names masked - your schema stays private
FROM public.sales_transactions
WHERE created_at > '2024-01-01'
GROUP BY region
ORDER BY total DESC
LIMIT 10
Real names substituted post-inference by backend reverse-mapping
Role-Aware Intelligence
Ask like yourself.
Get an answer for your role.
AskEdi resolves your organizational role and shifts its reasoning identity to match. A CFO and a CMO can ask the same question and receive fundamentally different, role-appropriate analysis - from the same data. Every persona-aware response uses your validated metric definitions - what revenue, conversion, or churn means in your business specifically - not the AI's general knowledge of your industry.
CFO / Finance VP
Profitability, margin, burn rate, forecasting, IRR, capital allocation
CMO / Growth Lead
CAC, LTV, conversion paths, ROAS, customer segmentation
COO / Ops Lead
Efficiency, throughput, SLAs, dependencies, system health
Data / BI Analyst
Exploratory analysis, joins, distributions, schema investigation
Sales / RevOps
Pipeline health, quota conversion, churn, revenue forecasting
Product Manager
Feature adoption, retention curves, activation funnels, product-led growth metrics
Sector-Aware Reasoning
Every persona is grounded in your organization's focus sector - Retail, SaaS, Healthcare, Finance, and more. AskEdi uses industry-standard vocabulary and prioritizes metrics relevant to your business vertical, not generic analytics defaults. The same question gets a different answer not just by role, but by industry.
35+ Interactive Chart Types
The right chart.
Chosen automatically.
AskEdi doesn't ask you which chart to use. It selects the mathematically correct visualisation for your query result automatically - from Sankey flows for attribution analysis to KPI scorecards for target tracking - based on what your data actually returned. 35+ chart types exist so the AI Wizard always has the right one for your role and your data. Not a fixed template. The selection is made from the full set based on what your schema can actually support.
Full Client-Side Interactions
Zoom, toggle legends, activate tooltips, inspect axes - all browser-native. Zero backend calls after the initial render.
Autonomous Chart Selection
AskEdi evaluates data shape, cardinality, and question intent before selecting the correct visualization - no user configuration required.
Inline CSV Export
Export the underlying data for any chart directly from the chat window. Client-side, instant, no additional AI cost.
Guided Intelligence
AskEdi works with you.
Not just for you.
Five workflow features that make every session faster, sharper, and more precise - from the first question to the last drill-down.
AI-Generated Starter Prompts
Edi analyses your table structure and pre-generates suggested questions targeted at charts and narrative summaries - so you always know where to start.
Contextual Follow-Ups
After every response, Edi generates logical next questions based on the previous answer. Chain individual insights into a full analytical narrative.
@ Mention Precision
Type '@' to override LLM ambiguity. Selecting a column tag forces Edi to reason on your exact, explicitly chosen variables.
Persistent History
Resume any past conversation from your history. Sessions lazy-load as you scroll, preserving conversational continuity without memory bloat.
Client-Side Chart Interactions
Zooming, legend toggling, tooltip activation, and axis inspection are executed entirely client-side. Zero AI cost for any local chart exploration.
Audited Voice Interface
Ask in your language.
Hear the answer back.
AskEdi supports full voice I/O in English, Hindi, Marathi, and Tamil - the only AI analytics platform with native Indian-language voice built in. Speak your question, review the transcription, submit deliberately. Never auto-executes - a strict interlock that protects sensitive data from phantom queries.
Voice Input (STT)
Real-time WebSocket transcription streams your speech into the input box. Auto-stops after 3 seconds of silence. You review and submit manually - never auto-executed.
Voice Output (TTS)
AskEdi reads AI responses aloud in your configured language. Responses are chunked and played sequentially with caching - so replaying an answer costs nothing.
4 Languages End-to-End
English, Hindi, Marathi, and Tamil - both input and output. Chart titles and AI narratives are translated, not just the interface chrome.
Human Review Before Execution
Transcription appears in the input box. You read it, edit it if needed, then submit. No query fires on silence or automatic trigger - deliberate by design.
Sarvam AI (primary) + OpenAI (fallback)
Both STT and TTS. Sarvam handles all 4 Indian languages natively.
Trust and Governance
Enterprise Ready.
No Surprises.
From fair-share billing to zero vendor lock-in, every governance concern is addressed structurally - not with disclaimers.
Zero-Cost Failure Accounting
Tokens are exclusively deducted when a chart or narrative is successfully rendered. DB timeouts and hallucinations are automatically refunded to you.
Zero Row Storage
We never ingest, warehouse, or persist your actual database records. Edi exists as a hyper-fast intermediary routing logic to your infrastructure.
PDF & PPTX Export
Export individual chart responses or entire sessions as polished PDF or PPTX files - including all interactive visuals and expert analytical narratives.
Peer-to-Peer Sharing
Generate a secure link to share active or historical sessions with verified peers. They can scroll the entire analytical lineage without recreating context.
Workspace Token Pooling
Analysis credits pool at the workspace level, preventing rigid per-seat limits from choking power-users while casual users leave credits unused.
Hard Stop Guarantee
When the workspace balance reaches zero, the chat input locks with a transparent warning. Zero overage charges. The barrier is physical, not advisory.
Sharing & Collaboration
Share the answer.
Not the access.
Share any AskEdi session with a verified peer. They get full read-only access to every chart, narrative, and the Code Analysis View - enough to make a decision, not enough to run a query or consume your token quota.
Secure Session Links
Generate a link to share any active or historical session with verified organizational peers. They scroll the full analytical lineage without recreating context.
PDF & PPTX Export
Export individual responses or the entire chat session as a polished PDF or PPTX - ready for executive decks. Per-response export and full-chat export from the home screen.
Token-Isolated Viewers
Shared peers are strictly read-only. They cannot send new questions, change privacy modes, or consume the session owner's analysis credits.
Everything you need to know before you decide.
No sales call needed. If you have a question we haven't answered here, reach out directly.