Multimodal Agentic Ordering
Voice, text, and Snap-to-Add with AI substitutions against the Shamrock catalog.
MC
Voice ordering agent
Gemini 2.5 Flash · mutates the cart on the right · say "confirm the order" to commit
Try saying:
"Add two cases of heavy cream and a case of unsalted butter."
"Bump the cream to three cases."
"Confirm the order."
Tomorrow's Delivery
Route 14
5:00 AM cutoff · Adage ERP
Agent verified
In sync·0L / 0U
Cart empty — use voice, text, or snap to add items.
Bronze → Silver normalization before commit prevents hallucinated SKUs
Smart Substitutions
Semantic matching grounded in the Shamrock PIM and live hub inventory — approvals update the cart above.
12 substitutions need your attention
Ranked against the live cart, Shamrock PIM attributes, and hub inventory. Approving a swap updates tomorrow's order in place before the Adage ERP commit — and can be undone in one tap.
Current line
Land O'Lakes Unsalted Butter Quarters
DY-1008
Allocated — Phoenix ASRS through Friday
- Case price
- $172.00
- Pack
- 36/1 lb
- Stock on hand
- 314 cs
- Hub
- Denver DC
99%
Agent recommendation99% match
Land O'Lakes Salted Butter, Solid
DY-1007
Denver DC −$4.00 / case PIM + ASRS grounded
- Case price
- $168.00
- Pack
- 36/1 lb
- Stock on hand
- 400 cs
- Hub
- Denver DC
Why this match
Land O'Lakes Salted Butter, Solid (DY-1007) scores 99% against DY-1008 on PIM attributes — same dairy / butter spec, 400 cases available at Denver DC, at $4.00 less per case.
Match score factors
- Category-grounded baseline+70
- Same sub-category (Butter)+15
- Same brand family (Land O'Lakes)+6
- Same storage state (Refrigerated)+4
- Identical pack spec (36/1 lb)+3
- Case price within 10%+2
Catalog evidence
- Same butter sub-category — Land O'Lakes 36/1 lb
- In stock: 400 cases at Denver DC
- Identical allergen profile — no menu change required
Constraint notes
- No constraints flagged — like-for-like swap under current business rules.
Awaiting decision
Current line
Certified Angus Beef Ribeye, Choice, Bone-In
BF-3002
Stockout risk on tomorrow's route
- Case price
- $412.00
- Pack
- 2/15 lb
- Stock on hand
- 368 cs
- Hub
- Phoenix ASRS
95%
Agent recommendation95% match
Certified Angus Beef Tenderloin PSMO
BF-3003
Phoenix ASRS +$176.00 / case PIM + ASRS grounded
- Case price
- $588.00
- Pack
- 6 ea
- Stock on hand
- 282 cs
- Hub
- Phoenix ASRS
Why this match
Certified Angus Beef Tenderloin PSMO (BF-3003) scores 95% against BF-3002 on PIM attributes — same protein / beef spec, 282 cases available at Phoenix ASRS, at $176.00 more per case.
Match score factors
- Category-grounded baseline+70
- Same sub-category (Beef)+15
- Same brand family (Certified Angus)+6
- Same storage state (Refrigerated)+4
- Identical pack spec (6 ea)0
- Case price within 10%0
Catalog evidence
- Same beef sub-category — Certified Angus 6 ea
- In stock: 282 cases at Phoenix ASRS
- Identical allergen profile — no menu change required
Constraint notes
- Pack differs (2/15 lb → 6 ea) — recipe yield may shift.
- Price up $176.00/case — street pricing approval may apply.
Awaiting decision
Current line
Tyson Boneless Skinless Chicken Breast
BF-3301
Vendor short-ship — 2 of 6 pallets received
- Case price
- $138.00
- Pack
- 4/10 lb
- Stock on hand
- 309 cs
- Hub
- Denver DC
95%
Agent recommendation95% match
Tyson Chicken Tenderloin, Marinated
BF-3302
Aurora DC −$52.00 / case PIM + ASRS grounded
- Case price
- $86.00
- Pack
- 2/10 lb
- Stock on hand
- 222 cs
- Hub
- Aurora DC
Why this match
Tyson Chicken Tenderloin, Marinated (BF-3302) scores 95% against BF-3301 on PIM attributes — same protein / poultry spec, 222 cases available at Aurora DC, at $52.00 less per case.
Match score factors
- Category-grounded baseline+70
- Same sub-category (Poultry)+15
- Same brand family (Tyson)+6
- Same storage state (Frozen)+4
- Identical pack spec (2/10 lb)0
- Case price within 10%0
Catalog evidence
- Same poultry sub-category — Tyson 2/10 lb
- In stock: 222 cases at Aurora DC
- Identical allergen profile — no menu change required
Constraint notes
- Pack differs (4/10 lb → 2/10 lb) — recipe yield may shift.
- Replacement is not certified organic.
- Replacement is not kosher certified.
- Ships from Aurora DC — verify it makes the 5:00 AM cutoff on this route.
Awaiting decision
Current line
Aqua Star Shrimp 21/25, P&D Tail-On
BF-3403
Import hold at port — 4-day delay
- Case price
- $232.00
- Pack
- 10/2 lb
- Stock on hand
- 249 cs
- Hub
- Albuquerque DC
89%
Agent recommendation89% match
Sea Best Salmon Portions, Skin-On 6 oz
BF-3402
Albuquerque DC −$84.00 / case PIM + ASRS grounded
- Case price
- $148.00
- Pack
- 1/10 lb
- Stock on hand
- 336 cs
- Hub
- Albuquerque DC
Why this match
Sea Best Salmon Portions, Skin-On 6 oz (BF-3402) scores 89% against BF-3403 on PIM attributes — same protein / seafood spec, 336 cases available at Albuquerque DC, at $84.00 less per case.
Match score factors
- Category-grounded baseline+70
- Same sub-category (Seafood)+15
- Same brand family (Sea Best)0
- Same storage state (Frozen)+4
- Identical pack spec (1/10 lb)0
- Case price within 10%0
Catalog evidence
- Same seafood sub-category — Sea Best 1/10 lb
- In stock: 336 cases at Albuquerque DC
- Allergen delta: Fish
Constraint notes
- New allergen(s) introduced: Fish — confirm with the menu owner.
- Pack differs (10/2 lb → 1/10 lb) — recipe yield may shift.
- Brand change (Aqua Star → Sea Best) — check contract/brand-lock rules.
Awaiting decision
Current line
Markon Romaine Hearts, Trimmed
PR-5501
Yuma harvest gap — quality hold on romaine
- Case price
- $36.00
- Pack
- 12/3 ct
- Stock on hand
- 277 cs
- Hub
- Phoenix ASRS
89%
Agent recommendation89% match
Taylor Farms Shredded Iceberg Lettuce
PR-5502
Denver DC −$12.00 / case PIM + ASRS grounded
- Case price
- $24.00
- Pack
- 4/5 lb
- Stock on hand
- 190 cs
- Hub
- Denver DC
Why this match
Taylor Farms Shredded Iceberg Lettuce (PR-5502) scores 89% against PR-5501 on PIM attributes — same produce / greens spec, 190 cases available at Denver DC, at $12.00 less per case.
Match score factors
- Category-grounded baseline+70
- Same sub-category (Greens)+15
- Same brand family (Taylor Farms)0
- Same storage state (Refrigerated)+4
- Identical pack spec (4/5 lb)0
- Case price within 10%0
Catalog evidence
- Same greens sub-category — Taylor Farms 4/5 lb
- In stock: 190 cases at Denver DC
- Identical allergen profile — no menu change required
Constraint notes
- Pack differs (12/3 ct → 4/5 lb) — recipe yield may shift.
- Brand change (Markon → Taylor Farms) — check contract/brand-lock rules.
- Ships from Denver DC — verify it makes the 5:00 AM cutoff on this route.
Awaiting decision
Current line
Markon Roma Tomatoes, 25 lb
PR-5520
Grade slip on last two inbound loads
- Case price
- $28.00
- Pack
- 1/25 lb
- Stock on hand
- 477 cs
- Hub
- Denver DC
98%
Agent recommendation98% match
Markon Vine-Ripened Tomatoes
PR-5521
Denver DC +$4.00 / case PIM + ASRS grounded
- Case price
- $32.00
- Pack
- 1/25 lb
- Stock on hand
- 390 cs
- Hub
- Denver DC
Why this match
Markon Vine-Ripened Tomatoes (PR-5521) scores 98% against PR-5520 on PIM attributes — same produce / tomato spec, 390 cases available at Denver DC, at $4.00 more per case.
Match score factors
- Category-grounded baseline+70
- Same sub-category (Tomato)+15
- Same brand family (Markon)+6
- Same storage state (Refrigerated)+4
- Identical pack spec (1/25 lb)+3
- Case price within 10%0
Catalog evidence
- Same tomato sub-category — Markon 1/25 lb
- In stock: 390 cases at Denver DC
- Identical allergen profile — no menu change required
Constraint notes
- Price up $4.00/case — street pricing approval may apply.
- Replacement is not certified organic.
Awaiting decision
Current line
Lamb Weston Steakhouse Fries, Skin-On
FR-7002
Below reorder point at Denver DC
- Case price
- $46.00
- Pack
- 6/5 lb
- Stock on hand
- 358 cs
- Hub
- Phoenix ASRS
94%
Agent recommendation94% match
Cavendish Tater Puffs
FR-7003
Phoenix ASRS −$2.00 / case PIM + ASRS grounded
- Case price
- $44.00
- Pack
- 6/5 lb
- Stock on hand
- 271 cs
- Hub
- Phoenix ASRS
Why this match
Cavendish Tater Puffs (FR-7003) scores 94% against FR-7002 on PIM attributes — same frozen / potato spec, 271 cases available at Phoenix ASRS, at $2.00 less per case.
Match score factors
- Category-grounded baseline+70
- Same sub-category (Potato)+15
- Same brand family (Cavendish)0
- Same storage state (Frozen)+4
- Identical pack spec (6/5 lb)+3
- Case price within 10%+2
Catalog evidence
- Same potato sub-category — Cavendish 6/5 lb
- In stock: 271 cases at Phoenix ASRS
- Identical allergen profile — no menu change required
Constraint notes
- Brand change (Lamb Weston → Cavendish) — check contract/brand-lock rules.
- Replacement is not kosher certified.
Awaiting decision
Current line
Pompeian Extra Virgin Olive Oil
DG-2220
Cost spike — 18% above contract ceiling
- Case price
- $162.00
- Pack
- 4/1 gal
- Stock on hand
- 121 cs
- Hub
- Albuquerque DC
89%
Agent recommendation89% match
Stratas Canola Oil, Pure
DG-2221
Albuquerque DC −$116.00 / case PIM + ASRS grounded
- Case price
- $46.00
- Pack
- 1/35 lb
- Stock on hand
- 494 cs
- Hub
- Albuquerque DC
Why this match
Stratas Canola Oil, Pure (DG-2221) scores 89% against DG-2220 on PIM attributes — same dry goods / oil spec, 494 cases available at Albuquerque DC, at $116.00 less per case.
Match score factors
- Category-grounded baseline+70
- Same sub-category (Oil)+15
- Same brand family (Stratas)0
- Same storage state (Dry)+4
- Identical pack spec (1/35 lb)0
- Case price within 10%0
Catalog evidence
- Same oil sub-category — Stratas 1/35 lb
- In stock: 494 cases at Albuquerque DC
- Identical allergen profile — no menu change required
Constraint notes
- Pack differs (4/1 gal → 1/35 lb) — recipe yield may shift.
- Brand change (Pompeian → Stratas) — check contract/brand-lock rules.
- Replacement is not certified organic.
Awaiting decision
Current line
Barilla Penne Rigate Pasta
DG-2250
Manufacturer allocation through month-end
- Case price
- $32.00
- Pack
- 2/10 lb
- Stock on hand
- 435 cs
- Hub
- Phoenix ASRS
74%
Agent recommendation74% match
Riceland Long Grain White Rice
DG-2251
Denver DC −$6.00 / case PIM + ASRS grounded
- Case price
- $26.00
- Pack
- 1/25 lb
- Stock on hand
- 348 cs
- Hub
- Denver DC
Why this match
Riceland Long Grain White Rice (DG-2251) scores 74% against DG-2250 on PIM attributes — same dry goods / grain spec, 348 cases available at Denver DC, at $6.00 less per case.
Match score factors
- Category-grounded baseline+70
- Same sub-category (Grain)0
- Same brand family (Riceland)0
- Same storage state (Dry)+4
- Identical pack spec (1/25 lb)0
- Case price within 10%0
Catalog evidence
- Same pasta sub-category — Riceland 1/25 lb
- In stock: 348 cases at Denver DC
- Allergen delta: none
Constraint notes
- Pack differs (2/10 lb → 1/25 lb) — recipe yield may shift.
- Brand change (Barilla → Riceland) — check contract/brand-lock rules.
- Replacement is not kosher certified.
- Ships from Denver DC — verify it makes the 5:00 AM cutoff on this route.
Awaiting decision
Current line
Coca-Cola Coke Bag-in-Box Syrup
BV-6001
BIB syrup backorder — Coca-Cola plant maintenance
- Case price
- $118.00
- Pack
- 1/5 gal
- Stock on hand
- 261 cs
- Hub
- Denver DC
94%
Agent recommendation94% match
Pepsi Pepsi Cola BIB Syrup
BV-6003
Denver DC −$2.00 / case PIM + ASRS grounded
- Case price
- $116.00
- Pack
- 1/5 gal
- Stock on hand
- 88 cs
- Hub
- Denver DC
Why this match
Pepsi Pepsi Cola BIB Syrup (BV-6003) scores 94% against BV-6001 on PIM attributes — same beverage / soda spec, 88 cases available at Denver DC, at $2.00 less per case.
Match score factors
- Category-grounded baseline+70
- Same sub-category (Soda)+15
- Same brand family (Pepsi)0
- Same storage state (Dry)+4
- Identical pack spec (1/5 gal)+3
- Case price within 10%+2
Catalog evidence
- Same soda sub-category — Pepsi 1/5 gal
- In stock: 88 cases at Denver DC
- Identical allergen profile — no menu change required
Constraint notes
- Brand change (Coca-Cola → Pepsi) — check contract/brand-lock rules.
Awaiting decision
Current line
Dart 16 oz Foam Hot Cup
DP-9001
Foam ban compliance in city of Phoenix
- Case price
- $42.00
- Pack
- 20/25 ct
- Stock on hand
- 316 cs
- Hub
- Albuquerque DC
89%
Agent recommendation89% match
Solo Translucent Cold Cup, 16 oz
DP-9002
Phoenix ASRS +$14.00 / case PIM + ASRS grounded
- Case price
- $56.00
- Pack
- 20/50 ct
- Stock on hand
- 229 cs
- Hub
- Phoenix ASRS
Why this match
Solo Translucent Cold Cup, 16 oz (DP-9002) scores 89% against DP-9001 on PIM attributes — same disposables / cup spec, 229 cases available at Phoenix ASRS, at $14.00 more per case.
Match score factors
- Category-grounded baseline+70
- Same sub-category (Cup)+15
- Same brand family (Solo)0
- Same storage state (Dry)+4
- Identical pack spec (20/50 ct)0
- Case price within 10%0
Catalog evidence
- Same cup sub-category — Solo 20/50 ct
- In stock: 229 cases at Phoenix ASRS
- Identical allergen profile — no menu change required
Constraint notes
- Pack differs (20/25 ct → 20/50 ct) — recipe yield may shift.
- Brand change (Dart → Solo) — check contract/brand-lock rules.
- Price up $14.00/case — street pricing approval may apply.
- Ships from Phoenix ASRS — verify it makes the 5:00 AM cutoff on this route.
Awaiting decision
Current line
Clorox Concentrated Bleach, 121 oz
CL-8002
Discontinued pack size in the Shamrock PIM
- Case price
- $32.00
- Pack
- 3/121 oz
- Stock on hand
- 256 cs
- Hub
- Denver DC
89%
Agent recommendation89% match
Diversey Quat Sanitizer Concentrate
CL-8003
Denver DC +$26.00 / case PIM + ASRS grounded
- Case price
- $58.00
- Pack
- 4/1 gal
- Stock on hand
- 170 cs
- Hub
- Denver DC
Why this match
Diversey Quat Sanitizer Concentrate (CL-8003) scores 89% against CL-8002 on PIM attributes — same cleaning / sanitizer spec, 170 cases available at Denver DC, at $26.00 more per case.
Match score factors
- Category-grounded baseline+70
- Same sub-category (Sanitizer)+15
- Same brand family (Diversey)0
- Same storage state (Dry)+4
- Identical pack spec (4/1 gal)0
- Case price within 10%0
Catalog evidence
- Same sanitizer sub-category — Diversey 4/1 gal
- In stock: 170 cases at Denver DC
- Identical allergen profile — no menu change required
Constraint notes
- Pack differs (3/121 oz → 4/1 gal) — recipe yield may shift.
- Brand change (Clorox → Diversey) — check contract/brand-lock rules.
- Price up $26.00/case — street pricing approval may apply.
Awaiting decision
Order History
Recent commits to the Shamrock ERP · stored locally
No orders committed yet. Confirm an order to see it here.