The problem distributors live with
Primary sales are visible because you control the invoice. Everything past that is a fog. Secondary sales (what your distributors actually sell on to retailers) arrive in different formats, on different cadences, usually as spreadsheets that do not reconcile against anything. Distributor-held stock is self-reported. GST records, e-way bills, and freight invoices sit in separate systems. Compliance documentation lives as PDFs that nobody can query.
The industry’s tell is the MIS Executive. When a distributor is hiring two of them, it is running the business on manual spreadsheet bridges. The data exists. It has simply never been in one place at one time.
What Qwry.AI connects
Qwry.AI connects your distributor data, your billing and ERP systems, and your compliance documents into a single governed warehouse, and discovers how they relate automatically. Secondary sales records are matched to the products and distributors they belong to. Billing is reconciled against what was actually moved. The documents that hold your compliance trail become searchable alongside the structured data they relate to.
Every answer is grounded in the underlying data, with its source attached, so the numbers your leadership acts on can be traced rather than trusted on faith.
Secondary sales visibility
The most valuable thing a pharma distributor can see (and almost never can) is what actually moves to retail, not just what they invoiced. Qwry.AI matches secondary sales data, however it arrives, to your product and distributor records automatically. For the first time, channel sell-through is a number grounded in data rather than distributor self-reporting. Discrepancies between what you invoiced and what was reported sold on surface automatically, without a manual reconciliation exercise.
Distributor stock and health in one view
Outstanding dues, stock-holding, and inventory turn (joined from your billing, distributor secondary sales data, and ERP) in a single view. Without three separate conversations before each distributor review. Stress signals that currently surface after the exposure has accumulated appear early, when there is still something to be done about them.
GST, e-way bill, and freight reconciliation
Reconciling GST records against e-way bills against freight invoices against ERP billing is currently an export-and-join exercise that occupies analysts for days each month. Qwry.AI holds all of these sources in a unified warehouse and surfaces discrepancies automatically. The compliance pressure from GST digitisation is turning this from a manageable inconvenience into an urgent operational requirement. A joined rather than chased reconciliation is increasingly the difference between a clean filing and a qualified one.
MIS that compiles itself
The weekly or monthly report your team builds by stitching five exports from five systems compiles itself from the unified warehouse. The analyst moves from data wrangling to interpretation. The numbers your sales leadership acts on are current rather than assembled last Tuesday, and when someone asks where a number came from, the answer is a query, not a conversation.
A note on scope
Qwry.AI is a data intelligence layer for distribution operations. It is not a validated regulatory submission system and is not positioned for controlled regulatory processes requiring formal validation. Its value sits in consolidating fragmented distribution, commercial, and compliance data into one queryable, auditable view, and in making the analytical questions that currently require a data engineer answerable by anyone on the team.
Where to start
The strongest entry point is the question you most want answered and least can: secondary sales reconciliation, or distributor stock and health in a single view. Both are contained, both demonstrate the cross-source value immediately, and both feed the same warehouse that every later question draws on. Qwry.AI runs in your own cloud, so distributor data, pricing, and commercial terms stay in your infrastructure throughout.