loadbook — the evaluation corpus

Every email the extractor is measured against, with the ground truth that was written before any model saw it. 3 came from Saurabh (artificial copies of real client mail); the rest were generated spec-first — a structured spec is written, an LLM renders it as prose, and the answer key is derived mechanically from the spec, so scoring against it is not circular. Tabs are preserved, so the dispatch tables read as they arrive.
from Saurabh

RE-001

ITC Foods / Sricity — single DO, heavy gate conditions create_with_flag

Email as received

Subject: ITC Foods dispatch 06/01 | Choco Fills | vehicle conditions pls note
From: S. Lakshmi, Key Account Desk, Sricity
To: Sricity Dispatch; Logistics SC
Cc: KAM ITC; QA Sricity
Received: 2026-08-13T12:30:00+05:30

Team,

Please place vehicle today for ITC LIMITED FOODS DIVISION (621316), single point delivery.

DO No.	Material	Qty (pcs)	HUs	Wt
80828148	Sunfeast DF Choco Fills 230g FPBI06390	1,20,000	300	5.7 MT

ITC conditions strictly: covered vehicle, no oil or chemical previous load, floor clean and dry, double tarpaulin. Their gate rejects the vehicle if any smell, last month one vehicle returned and we paid both side freight. Unloading slot 9 to 12 only, vehicle must report before 8.30 am, otherwise full day detention.

Confirm transporter, vehicle no. and driver contact by 2 pm so we can share with ITC gate.

Lakshmi

Ground truth — written before any model saw it

DO 80828148
customer_nameITC Limited Foods Divisioncustomer_code621316origin_textSricitytotal_qty_pcs120000total_hus300weight_kg5700service_typeFTLconfirm_back_by2026-08-13T14:00:00+05:30report_by08:30delivery_window_start09:00delivery_window_end12:00vehicle_conditionscovered, no_prior_oil_or_chemical_load, floor_clean_and_dry, double_tarpaulin
MaterialCodeQtyHUsWt kg
Sunfeast DF Choco Fills 230gFPBI063901200003005700

Flags

customer_code_or_pincode_ambiguoussubject_date_conflicts_with_bodydestination_not_stateddelivery_date_not_statedgate_rejection_cost_stated

Notes

  • '621316' sits where a pincode usually sits, but 621316 is a Tamil Nadu pincode and ITC's Sricity-served plant is not obviously there. Genuinely ambiguous — capture as customer_code and flag. Resolution rule: validate against a pincode table; if it resolves to a plausible delivery district, treat as pincode, else customer code.
  • Subject says 'dispatch 06/01'; body says 'today'. Body wins, subject dates are unreliable.
  • Destination is only 'single point delivery' to a customer code. Bookable, but the lane cannot be priced until resolved — hence create_with_flag, not create.
  • '1,20,000' is Indian lakh notation = 120000, not 12000.
  • confirm_back_by 2 pm is an SLA on OUR agent, not on the truck. Nothing in the synthetic set had this.
  • The vehicle_conditions are vendor ELIGIBILITY FILTERS, not notes. 'no oil or chemical previous load' must exclude vendors at SOURCE.
  • 5.7 MT across 300 HUs = 19 kg/HU. Light and bulky — cubes out.
from Saurabh

RE-002

Rebel Foods / Daman — 3 DOs, 6 line items, part load OK create

Email as received

Subject: URGENT pls adjust | Food Service Network Chennai | 3 DO's | today itself
From: Rakesh Tandel, CS Executive, Daman Plant
To: Daman Dispatch
Cc: Sales South; Plant Head Daman
Received: 2026-08-13T12:30:00+05:30

Rakesh ji,

Rebel Foods vendor is holding production line for Behrouz cartons. Kindly adjust in any vehicle going Chennai side today, part load is ok, transporter aap dekh lo. Do not wait for full load, customer PO says delivery 23rd max.

DO No.	Material	Qty (pcs)	HUs
80831470	750ML Common Food Paper Box FFS1451D	4,000	20
80831471	750ML Common Food Paper Box FFS1451D	11,800	59
80831471	Behrouz Biryani Inner Box Green	3,600	36
80831471	Behrouz Biryani Inner Box Red	4,800	48
80831471	TBL 650ML Rect Paper Container FFS3327B	9,400	47
80831469	750ML Common Food Paper Box FFS1451D	4,600	23
Total		38,200	233 (approx 1.3 MT)

Pls confirm vehicle no. by EOD.

Rakesh

Ground truth — written before any model saw it

DO 80831470
customer_nameRebel Foodsorigin_textDaman Plantdest_textChennaitotal_qty_pcs4000total_hus20service_typepart_load_ok
MaterialCodeQtyHUsWt kg
750ML Common Food Paper BoxFFS1451D400020
DO 80831471
customer_nameRebel Foodsorigin_textDaman Plantdest_textChennaitotal_qty_pcs29600total_hus190service_typepart_load_ok
MaterialCodeQtyHUsWt kg
750ML Common Food Paper BoxFFS1451D1180059
Behrouz Biryani Inner Box Green360036
Behrouz Biryani Inner Box Red480048
TBL 650ML Rect Paper ContainerFFS3327B940047
DO 80831469
customer_nameRebel Foodsorigin_textDaman Plantdest_textChennaitotal_qty_pcs4600total_hus23service_typepart_load_ok
MaterialCodeQtyHUsWt kg
750ML Common Food Paper BoxFFS1451D460023

Flags

part_load_acceptabletransporter_choice_delegatedweight_approximatesender_salutation_mismatchurgent_production_line_held

Notes

  • ⚠️ THREE DOs, SIX line rows. DO 80831471 appears four times — one DO, four materials. An extractor that makes six orders, or one, is wrong. Orders group by DO.
  • 'part load is ok' is a service_type, not a note. It changes sourcing completely: LTL/shared vehicle rather than a dedicated truck. Nothing in the synthetic set had this.
  • 'transporter aap dekh lo' — Hinglish inline in an English email. Means vendor choice is delegated to us, i.e. no customer-nominated transporter.
  • Weight only as '(approx 1.3 MT)' on the total row, never per DO. Do NOT distribute it across DOs by guesswork — record at consignment level, flag approximate.
  • 1.3 MT across 233 HUs = 5.6 kg per HU. Extremely light and bulky. Cubes out badly — this is the volumetric case.
  • 'Rakesh ji,' salutation but From and sign-off are both Rakesh Tandel. Real forwarding artifact. Flag, do not hold.
  • Pickup 'today' (13 Aug); delivery deadline 23rd. Ten days of slack — a consolidation candidate, unlike the urgency the subject implies.
from Saurabh

RE-003

L'Oreal / Pantnagar — 2 DOs, 3 line items, totals cross-checkable create_with_flag

Email as received

Subject: Vehicle reqd 13/03 | LOREAL Baddi | 2 DO's
From: Priya Bisht, Sales Coordinator, PPL Pantnagar
To: PN1 Dispatch; Logistics PN
Cc: RSM North; CS Team
Received: 2026-08-13T12:30:00+05:30

Dear Team,

Please arrange vehicle for tomorrow morning for LOREAL INDIA, Baddi (173205). Material ready at FG by tonight. Details below:

DO No.	Material	Qty (pcs)	HUs	Approx wt
80844043	FM GAR CN RENO SH 3.16	1,90,400	238	3.1 MT
80844312	FM EXC Shade 6.8	3,550	11	0.2 MT
80844312	FSC RCCN SRP ASH COOL THAI	65,400	218	2.9 MT
Total		2,59,350	467	6.2 MT

Customer needs material by 14th positively, their audit is on 15th. Please plan bigger vehicle only, last time material was left back and we got escalation from their SCM.

Regards, Priya

Ground truth — written before any model saw it

DO 80844043
customer_nameL'Oreal Indiaorigin_textPantnagardest_textBadditotal_qty_pcs190400total_hus238weight_kg3100
MaterialCodeQtyHUsWt kg
FM GAR CN RENO SH 3.161904002383100
DO 80844312
customer_nameL'Oreal Indiaorigin_textPantnagardest_textBadditotal_qty_pcs68950total_hus229weight_kg3100
MaterialCodeQtyHUsWt kg
FM EXC Shade 6.8355011200
FSC RCCN SRP ASH COOL THAI654002182900

Flags

subject_date_unreliablevehicle_size_preference_vaguetotals_reconcileprior_short_shipment_escalation

Notes

  • Subject says '13/03' but the mail arrived 13 Aug and asks for 'tomorrow morning'. The subject date is noise. Body wins; flag the conflict.
  • ⚠️ Contrast with RE-001: here the bracketed number IS a pincode — 173205 is Baddi, Himachal Pradesh. Same syntactic slot, different meaning. The resolution rule has to be a pincode lookup, not position in the sentence.
  • ⭐ Stated totals reconcile exactly against the line items: 3.1+0.2+2.9 = 6.2 MT; 238+11+218 = 467 HUs; 190400+3550+65400 = 259350 pcs. This is a free correctness check the extractor should perform and report. When totals DON'T reconcile, that is a hold_and_ask signal.
  • 'Please plan bigger vehicle only' is a preference with no class named — unlike a customer specifying '16T'. Flag for the planner; do not fabricate a vehicle class.
  • '2,59,350' is Indian lakh notation = 259350.
  • 6.2 MT across 467 HUs = 13.3 kg/HU. Light and bulky again.
  • Hard deadline is 14th ('positively'); the 15th audit is the REASON, not the SLA. Do not set delivery to the 15th.
generated

D-001

ITC Limited Foods Division / Sricity — single DO, gate conditions create_with_flag

Email as received

Subject: Vehicle reqd 14/08 | ITC Limited Foods Division Chittoor | 1 DO's
From: S. Lakshmi, Key Account Desk, Sricity
To: Sricity Dispatch; Logistics SC
Received: 2026-08-13T12:30:00+05:30

Dear Team,

Pls note dispatch details for ITC Limited Foods Division (Cust Code: 621316) from Sricity plant. Pickup scheduled 14 Aug 2026 at 09:00, delivery reqd by 15 Aug 2026 18:00 at Chittoor.

DO No.	Material	Qty (pcs)	HUs	Wt
80840011	Sunfeast Marie Light 250g (FPBI07120)	96,000	240	4.8 MT

Total	—	96,000	240	4.8 MT

Vehicle must be covered with double tarpaulin — no prior oil or chemical load will be accepted at gate, driver will be turned back if condition not met. Pls arrange accordingly and confirm vehicle no. back to me by 14:00 today.

⚠ Flag for coordinator attention: Customer code 621316 / destination pincode could not be fully validated — pls cross-check with CS team before vehicle release. Destination has been captured as Chittoor but was not explicitly stated in source document; kindly confirm this is correct before dispatch.

Suresh

Ground truth — written before any model saw it

DO 80840011
customer_nameITC Limited Foods Divisioncustomer_code621316origin_textSricitydest_textChittoortotal_qty_pcs96000total_hus240weight_kg4800vehicle_conditionscovered, no_prior_oil_or_chemical_load, double_tarpaulin
MaterialCodeQtyHUsWt kg
Sunfeast Marie Light 250gFPBI07120960002404800

Flags

customer_code_or_pincode_ambiguousdestination_not_stated

Notes

  • single DO, gate conditions
generated

D-002

Dabur India / Pantnagar — 2 DOs one vehicle, totals reconcile create

Email as received

Subject: Vehicle reqd 14/08 | Dabur India Baddi | 2 DO's
From: Priya Bisht, Sales Coordinator, Pantnagar
To: PN1 Dispatch; Logistics PN
Received: 2026-08-13T12:30:00+05:30

Dear Team,

Pls find below dispatch details for Dabur India – Baddi (PIN 173205). Both DOs are to move on single vehicle from Pantnagar, pickup scheduled 14 Aug 2026 by 09:00 hrs, delivery reqd by 15 Aug 2026 18:00 hrs.

DO No.	Material	Qty (pcs)	HUs	Wt
80840021	FM Amla Hair Oil 200ml	1,42,800	204	2.6 MT
80840022	FM Red Toothpaste 100g	88,000	176	2.1 MT
80840022	FM Honey 500g	21,000	70	1.4 MT
Total		2,51,800	450	6.1 MT

Kindly ensure both DOs are loaded together on same vehicle — do not split under any circumstances. Gate entry at Pantnagar reqd before 09:00 sharp, Independence Day traffic expected on highway so driver must plan accordingly. Pls confirm vehicle no. and driver details back to me by tonight 20:00 hrs, failing which will need to escalate to logistics head.

Radhika

Ground truth — written before any model saw it

DO 80840021
customer_nameDabur Indiaorigin_textPantnagardest_textBadditotal_qty_pcs142800total_hus204weight_kg2600
MaterialCodeQtyHUsWt kg
FM Amla Hair Oil 200ml1428002042600
DO 80840022
customer_nameDabur Indiaorigin_textPantnagardest_textBadditotal_qty_pcs109000total_hus246weight_kg3500
MaterialCodeQtyHUsWt kg
FM Red Toothpaste 100g880001762100
FM Honey 500g21000701400

Notes

  • 2 DOs one vehicle, totals reconcile
generated

D-003

Rebel Foods / Daman — part load, transporter delegated, Hinglish inline create_with_flag

Email as received

Subject: Vehicle reqd 14/08 | Rebel Foods Chennai | 2 DO's
From: Rakesh Tandel, CS Executive, Daman
To: Daman Dispatch
Received: 2026-08-13T12:30:00+05:30

Hi Team,

Yeh part-load shipment hai Daman se Chennai ke liye — Rebel Foods ka material hai, 14 Aug ko 09:00 baje pickup reqd hai aur delivery 15 Aug, 18:00 tak confirm karni hai. Transporter selection aap logo pe delegate hai, jo bhi suitable vehicle ho arrange kar lo — bas weight approx 0.9 MT hai, accordingly plan karna.

DO No.	Material	Qty (pcs)	HUs	Wt
80840031	Faasos Wrap Sleeve	6,200	31	—
80840032	Ovenstory Pizza Box 10in	8,800	44	—
80840032	Ovenstory Pizza Box 12in	5,400	36	—
Total			20,400	111	~0.9 MT

Pls ensure gate entry Daman plant mein 09:00 se pehle ho jaye — security ko advance intimation de dena. Yeh part load hai toh vehicle sharing acceptable hai, but Rebel Foods ka material properly secured hona chahiye, mixing nahi honi chahiye dusre customer ke goods ke saath. Vehicle confirmation aaj shaam 6 baje tak bhej do, agar koi issue ho toh seedha mujhe call karo — kal tak nahi hua toh escalate karna padega.

Rohit

Ground truth — written before any model saw it

DO 80840031
customer_nameRebel Foodsorigin_textDamandest_textChennaitotal_qty_pcs6200total_hus31service_typepart_load_okmust_not_inferweight_kg
MaterialCodeQtyHUsWt kg
Faasos Wrap Sleeve620031
DO 80840032
customer_nameRebel Foodsorigin_textDamandest_textChennaitotal_qty_pcs14200total_hus80service_typepart_load_okmust_not_inferweight_kg
MaterialCodeQtyHUsWt kg
Ovenstory Pizza Box 10in880044
Ovenstory Pizza Box 12in540036

Flags

part_load_acceptabletransporter_choice_delegatedweight_approximate

Notes

  • part load, transporter delegated, Hinglish inline
generated

D-004

Apex Pharma / Hosur — reefer, hard SLA with penalty create_with_flag

Email as received

Subject: Vehicle reqd 14/08 | Apex Pharma Visakhapatnam | 1 DO's
From: R. Ganesan, Logistics Executive, Hosur
To: Hosur Dispatch; SC South
Received: 2026-08-13T12:30:00+05:30

Hi Team,

Pls note fresh dispatch reqd from Hosur plant to Apex Pharma, Visakhapatnam. This is a REEFER movement with hard SLA — penalty clauses apply if delivery misses 15 Aug 2026, 18:00. Kindly treat with highest priority.

DO No.	Material	Qty (pcs)	HUs	Wt
80840041	Cold chain carton 2-8C	3,200	80	3.9 MT

Total	—	3,200	80	3.9 MT

Vehicle must be a reefer unit pre-cooled to 2–8°C before loading. Temperature logger to be installed and activated prior to departure — logger reading to be shared with customer at time of delivery. Gate opening at Hosur is 09:00 on 14 Aug, driver must report by 08:45 sharp, no delays will be accommodated given the hard SLA window. This shipment carries penalty exposure so please do NOT assign an ad-hoc vehicle without prior confirmation on temp capability.

Pls confirm vehicle number, driver details and logger serial no. back to me by 20:00 today — any escalation after that goes straight to plant head and customer logistics.

Radhika

Ground truth — written before any model saw it

DO 80840041
customer_nameApex Pharmaorigin_textHosurdest_textVisakhapatnamtotal_qty_pcs3200total_hus80weight_kg3900vehicle_conditionsreefer, temp_2_to_8_c, temperature_logger
MaterialCodeQtyHUsWt kg
Cold chain carton 2-8C3200803900

Flags

hard_slapenalty_exposurespecial_equipment

Notes

  • reefer, hard SLA with penalty
generated

D-005

Asian Paints / Taloja — customer nominates the transporter create_with_flag

Email as received

Subject: Vehicle reqd 14/08 | Asian Paints Bhiwandi | 1 DO's
From: Manoj Deshpande, Dispatch Coordinator, Taloja
To: Taloja Dispatch
Received: 2026-08-13T12:30:00+05:30

Hi Team,

Pls note below dispatch details for Asian Paints – Bhiwandi. Pickup from Taloja is scheduled 14 Aug 2026 by 09:00 hrs, delivery reqd at destination by 15 Aug 2026, 18:00 hrs. **Important: transporter is customer-nominated — vehicle must be arranged through Konkan Roadways only, not our empanelled fleet.**

DO No.	Material	Qty (pcs)	HUs	Wt
80840051	Tractor Emulsion 20L label set	54,000	135	2.7 MT
Total		54,000	135	2.7 MT

Kindly coordinate directly with Konkan Roadways for vehicle placement by 14 Aug morning. Do not assign any other transporter to this shipment without written confirmation from Asian Paints. Pls revert with vehicle no. and driver details latest by 08:00 hrs on 14 Aug — if not received by then will need to escalate to customer immediately.

Rohit

Ground truth — written before any model saw it

DO 80840051
customer_nameAsian Paintsorigin_textTalojadest_textBhiwanditotal_qty_pcs54000total_hus135weight_kg2700
MaterialCodeQtyHUsWt kg
Tractor Emulsion 20L label set540001352700

Flags

transporter_nominated

Notes

  • customer nominates the transporter
generated

D-006

Nestle India / Pantnagar — customer names an oversized vehicle create_with_flag

Email as received

Subject: Vehicle reqd 14/08 | Nestle India Moga | 1 DO's
From: Priya Bisht, Sales Coordinator, Pantnagar
To: PN1 Dispatch; Logistics PN
Received: 2026-08-13T12:30:00+05:30

Dear Team,

Pls note we have a dispatch reqd from Pantnagar to Nestle India, Moga – 142001. Pickup scheduled 14 Aug 2026 by 09:00, delivery latest 15 Aug 2026 by 18:00. Customer has specifically requested a 16T vehicle for this movement — pls arrange accordingly and ensure vehicle size is confirmed before gate entry.

DO No.	Material	Qty (pcs)	HUs	Wt
80840061	Maggi 70g outer carton	48,000	160	2.4 MT
Total			48,000	160	2.4 MT

Kindly note this is a customer-nominated vehicle size (16T), so do not substitute with smaller vehicle without prior approval from customer end. Pls confirm vehicle number and driver details back to me by 13 Aug EOD — any delay here will directly impact delivery timeline on Independence Day. Escalate immediately if 16T not available in the region.

Rohit

Ground truth — written before any model saw it

DO 80840061
customer_nameNestle Indiaorigin_textPantnagardest_textMogatotal_qty_pcs48000total_hus160weight_kg2400
MaterialCodeQtyHUsWt kg
Maggi 70g outer carton480001602400

Flags

vehicle_explicitly_requested

Notes

  • customer names an oversized vehicle
generated

D-010

Zomato Hyperpure / Daman — weight column absent entirely hold_and_ask

Email as received

Subject: Vehicle reqd 14/08 | Zomato Hyperpure Chennai | 1 DO's
From: Rakesh Tandel, CS Executive, Daman
To: Daman Dispatch
Received: 2026-08-13T12:30:00+05:30

Hi team,

Please find below dispatch details for Zomato Hyperpure – Chennai movement scheduled ex-Daman on 14 Aug 2026 by 09:00, delivery reqd by 15 Aug 2026 18:00.

DO No.	Material	Qty (pcs)	HUs
80840071	Hyperpure Kraft Box M	14,000	70

Total	—	14,000	70

Pls note – weight details are not available at this stage, so kindly hold vehicle finalisation until we confirm the same. Do not release truck from Daman gate without written clearance from my end. This is D-010 and customer is time-sensitive, so revert with vehicle confirmation latest by EOD today or escalate to me directly.

Regards,
Priya

Ground truth — written before any model saw it

DO 80840071
customer_nameZomato Hyperpureorigin_textDamandest_textChennaitotal_qty_pcs14000total_hus70must_not_inferweight_kg
MaterialCodeQtyHUsWt kg
Hyperpure Kraft Box M1400070

Notes

  • weight column absent entirely
generated

D-011

Marico / Pantnagar — weight present on 2 DOs, missing on the third hold_and_ask

Email as received

Subject: Vehicle reqd 14/08 | Marico Baddi | 3 DO's
From: Priya Bisht, Sales Coordinator, Pantnagar
To: PN1 Dispatch; Logistics PN
Received: 2026-08-13T12:30:00+05:30

Hi Team,

Sharing below the dispatch details for Pantnagar → Baddi (PIN 173205) for Marico, pickup scheduled 14 Aug 2026 by 09:00, delivery by 15 Aug 2026 18:00. Pls note weight data is incomplete — DO 80840083 has no weight in system, so holding vehicle release until we get confirmation. Kindly check with planning/warehouse and revert urgently.

DO No.	Material	Qty (pcs)	HUs	Wt
80840081	Parachute 250ml sleeve	66,000	110	1.9 MT
80840082	Saffola Oats 400g carton	24,000	80	1.6 MT
80840083	Nihar shrink film	31,000	62	—
Total		1,21,000	252	—

Weight against DO 80840083 is missing from SAP — do NOT load or gate-out vehicle until correct weight is confirmed and updated. This is reqd for e-way bill and transporter's LR both. If no response from planning by 11:00 today, pls escalate to Amit directly. Confirm vehicle back to me once weight is sorted and loading can proceed.

Deepika

Ground truth — written before any model saw it

DO 80840081
customer_nameMaricoorigin_textPantnagardest_textBadditotal_qty_pcs66000total_hus110weight_kg1900
MaterialCodeQtyHUsWt kg
Parachute 250ml sleeve660001101900
DO 80840082
customer_nameMaricoorigin_textPantnagardest_textBadditotal_qty_pcs24000total_hus80weight_kg1600
MaterialCodeQtyHUsWt kg
Saffola Oats 400g carton24000801600
DO 80840083
customer_nameMaricoorigin_textPantnagardest_textBadditotal_qty_pcs31000total_hus62must_not_inferweight_kg
MaterialCodeQtyHUsWt kg
Nihar shrink film3100062

Flags

partial_weight_data

Notes

  • weight present on 2 DOs, missing on the third
generated

D-012

Britannia / Sricity — destination never stated hold_and_ask

Email as received

Subject: Vehicle reqd 14/08 | Britannia  | 1 DO's
From: S. Lakshmi, Key Account Desk, Sricity
To: Sricity Dispatch; Logistics SC
Received: 2026-08-13T12:30:00+05:30

Hi team,

Pls note we have a dispatch lined up from Sricity plant for Britannia with pickup on 14 Aug 2026 at 09:00 and delivery reqd by 15 Aug 2026 18:00. However destination has not been stated anywhere in the dispatch instruction — we are holding vehicle finalisation until this is confirmed.

Details as below:

DO No.	Material	Qty (pcs)	HUs	Wt
80840091	Good Day 100g carton	72,000	180	3.6 MT

Total	—	72,000	180	3.6 MT

Kindly revert with the correct delivery destination at the earliest — vehicle cannot be committed without it. If this is not resolved before EOD today we will need to escalate to the logistics manager and risk missing the 14 Aug morning pickup slot. Pls confirm destination and we will release the vehicle immediately.

Arvind

Ground truth — written before any model saw it

DO 80840091
customer_nameBritanniaorigin_textSricitytotal_qty_pcs72000total_hus180weight_kg3600
MaterialCodeQtyHUsWt kg
Good Day 100g carton720001803600

Notes

  • destination never stated
generated

D-013

Pidilite / Taloja — refers to an attached sheet that did not arrive hold_and_ask

Email as received

Subject: Vehicle reqd 14/08 | Pidilite  | nil DO's
From: Manoj Deshpande, Dispatch Coordinator, Taloja
To: Taloja Dispatch
Received: 2026-08-13T12:30:00+05:30

Hi Team,

Hope all well. Ref dispatch D-013 scheduled ex Taloja for Pidilite — pickup 14 Aug 2026 at 09:00, delivery by 15 Aug 2026 18:00.

I was supposed to share the DO-wise breakup along with this mail but the attached sheet with all order details does not seem to have come through on my end. Pls check your inbox — if you have not received any attachment, kindly hold vehicle allocation for this movement until I resend the correct file. Do not gate-out anything against D-013 until full order details are confirmed.

Requesting you to revert by latest 14 Aug morning 07:00 so we have time to arrange the vehicle if details come in order. If no response by then I will escalate to plant coordinator directly.

Apologies for the inconvenience, will share the complete sheet shortly.

Rahul

Ground truth — written before any model saw it

No orders expected.

Notes

  • refers to an attached sheet that did not arrive
generated

D-014

TVS Motor / Hosur — no pickup or delivery date anywhere hold_and_ask

Email as received

Subject: Vehicle reqd 14/08 | TVS Motor Mysore | 1 DO's
From: R. Ganesan, Logistics Executive, Hosur
To: Hosur Dispatch; SC South
Received: 2026-08-13T12:30:00+05:30

Hi Team,

Sharing below dispatch details for TVS Motor (Mysore) against DO 80840101 from Hosur plant. However, pls note there is no pickup date or delivery SLA mentioned anywhere in the system — need this confirmed before we can release the vehicle.

DO No.	Material	Qty (pcs)	HUs	Wt
80840101	Two-wheeler spares carton	9,800	49	4.1 MT

Kindly do not schedule pickup or attempt delivery until pickup date and delivery SLA are confirmed by the customer/planning team. This info is reqd before we can give gate clearance at Hosur — pls revert at the earliest so we don't lose the slot. Confirm vehicle details back to me once dates are locked.

Regards,
Priya

Ground truth — written before any model saw it

DO 80840101
customer_nameTVS Motororigin_textHosurdest_textMysoretotal_qty_pcs9800total_hus49weight_kg4100
MaterialCodeQtyHUsWt kg
Two-wheeler spares carton9800494100

Notes

  • no pickup or delivery date anywhere
generated

D-020

Emami / Pantnagar — ⚠ stated weight total does NOT match line items create_with_flag

Email as received

Subject: Vehicle reqd 14/08 | Emami Baddi | 2 DO's
From: Priya Bisht, Sales Coordinator, Pantnagar
To: PN1 Dispatch; Logistics PN
Received: 2026-08-13T12:30:00+05:30

Hi Team,

Sharing below dispatch details for Emami – Baddi (173205) pickup from Pantnagar on 14 Aug 2026 by 09:00, delivery reqd by 15 Aug 2026 18:00. Pls arrange vehicle accordingly.

DO No.	Material	Qty (pcs)	HUs	Wt
80840111	Boroplus 80ml carton	38,000	95	1.9 MT
80840112	Navratna oil 100ml sleeve	44,000	110	2.2 MT
Total			205	5.6 MT ⚠

⚠ Note: stated total weight is 5.6 MT however sum of line items works out to 4.1 MT — discrepancy flagged, pls verify actual weights at gate before loading and confirm correct figure. Do not dispatch until weight mismatch is resolved and confirmed back to me. Vehicle to be confirmed latest by 08:00 on 14 Aug, this is time-sensitive, no delays acceptable.

Rohit

Ground truth — written before any model saw it

DO 80840111
customer_nameEmamiorigin_textPantnagardest_textBadditotal_qty_pcs38000total_hus95weight_kg1900
MaterialCodeQtyHUsWt kg
Boroplus 80ml carton38000951900
DO 80840112
customer_nameEmamiorigin_textPantnagardest_textBadditotal_qty_pcs44000total_hus110weight_kg2200
MaterialCodeQtyHUsWt kg
Navratna oil 100ml sleeve440001102200

Flags

totals_do_not_reconcile

Notes

  • ⚠ stated weight total does NOT match line items
generated

D-021

Rebel Foods / Daman — ⚠ stated HU total does not match line items create_with_flag

Email as received

Subject: Vehicle reqd 14/08 | Rebel Foods Bangalore | 1 DO's
From: Rakesh Tandel, CS Executive, Daman
To: Daman Dispatch
Received: 2026-08-13T12:30:00+05:30

Hi Team,

Pls find below dispatch details for Rebel Foods – Daman to Bangalore. Vehicle to be picked up 14 Aug 2026 by 09:00, delivery reqd by 15 Aug 2026 18:00. Kindly note ⚠ stated HU total does not match line items — please verify before loading.

DO No.	Material	Qty (pcs)	HUs	Wt
80840121	Behrouz Handi Box	7,200	48	
80840121	Behrouz Raita Cup lid	12,000	40	
Total			100	0.7 MT

⚠ Line item HUs sum to 88 but total is stated as 100 — discrepancy of 12 HUs. Do NOT load until this is reconciled with the plant store. Pls confirm actual HU count and revert back with corrected figures before vehicle gate-out. If no response by 07:00 on 14 Aug, escalate directly to shift supervisor — we cannot afford to miss the Bangalore delivery window.

Deepak

Ground truth — written before any model saw it

DO 80840121
customer_nameRebel Foodsorigin_textDamandest_textBangaloretotal_qty_pcs19200total_hus88weight_kg700
MaterialCodeQtyHUsWt kg
Behrouz Handi Box720048
Behrouz Raita Cup lid1200040

Flags

totals_do_not_reconcile

Notes

  • ⚠ stated HU total does not match line items
generated

D-022

ITC Limited Foods Division / Sricity — subject says one date, body says another create_with_flag

Email as received

Subject: Vehicle reqd 02/11 | ITC Limited Foods Division Chittoor | 1 DO's
From: S. Lakshmi, Key Account Desk, Sricity
To: Sricity Dispatch; Logistics SC
Received: 2026-08-13T12:30:00+05:30

Dear Team,

Pls note dispatch details for ITC Limited Foods Division (Cust Code: 621316) from Sricity plant to Chittoor. Vehicle reqd at gate by 09:00 hrs on 02 Nov — delivery to be completed by 15 Aug 2026, 18:00 hrs.

DO No.	Material	Qty (pcs)	HUs	Wt
80840131	Bingo Mad Angles 90g	1,10,000	275	5.2 MT

Total		1,10,000	275	5.2 MT

Kindly confirm vehicle placement at Sricity gate well in advance — do not wait for last minute. Any delay in loading to be escalated to me directly. Pls confirm vehicle details back to this mail at earliest.

Regards,
Priya

Ground truth — written before any model saw it

DO 80840131
customer_nameITC Limited Foods Divisioncustomer_code621316origin_textSricitydest_textChittoortotal_qty_pcs110000total_hus275weight_kg5200
MaterialCodeQtyHUsWt kg
Bingo Mad Angles 90g1100002755200

Flags

subject_date_conflicts_with_body

Notes

  • subject says one date, body says another
generated

D-023

Ashok Leyland / Hosur — same DO number listed twice with different quantities create_with_flag

Email as received

Subject: Vehicle reqd 14/08 | Ashok Leyland Ennore | 1 DO's
From: R. Ganesan, Logistics Executive, Hosur
To: Hosur Dispatch; SC South
Received: 2026-08-13T12:30:00+05:30

Hi Team,

Sharing dispatch details for Ashok Leyland – Ennore. Vehicle to depart Hosur plant by 09:00 on 14 Aug and deliver by 18:00 on 15 Aug. Please note DO 80840141 is appearing twice in the system with different quantities — flagged this to planning already but no resolution yet, so listing both lines as received. Kindly verify correct qty before loading.

DO No.	Material	Qty (pcs)	HUs	Wt
80840141	Cab trim carton	4,200	42	2.1 MT
80840141	Cab trim carton	5,200	52	2.6 MT

⚠️ Duplicate DO conflict — same DO number (80840141) has two entries with conflicting quantities (4,200 vs 5,200 pcs). Do NOT load until confirmed which line is correct. Pls revert with authorisation from planning/customer service before vehicle is released from gate. If no response by 07:30 on 14 Aug, vehicle will be held and matter escalated to dispatch manager.

Raghav

Ground truth — written before any model saw it

DO 80840141
customer_nameAshok Leylandorigin_textHosurdest_textEnnore
MaterialCodeQtyHUsWt kg
Cab trim carton4200422100
Cab trim carton5200522600

Flags

duplicate_do_conflicting_quantities

Notes

  • same DO number listed twice with different quantities
generated

D-024

Godrej Consumer / Taloja — two different customers in one email create_with_flag

Email as received

Subject: Vehicle reqd 14/08 | Godrej Consumer Bhiwandi | 1 DO's
From: Manoj Deshpande, Dispatch Coordinator, Taloja
To: Taloja Dispatch
Received: 2026-08-13T12:30:00+05:30

Hi Team,

Pls note we have two separate customer dispatches going out together — Godrej Consumer to Bhiwandi and Godrej Interio to Shirwal. Both pickups from Taloja on 14 Aug 2026 by 09:00, deliveries to be completed by 15 Aug 2026 18:00. Kindly ensure correct segregation of material in vehicle before departure.

**Godrej Consumer — Bhiwandi**

DO No.	Material	Qty (pcs)	HUs	Wt
80840151	Cinthol soap wrap	88,000	176	2.2 MT

**Godrej Interio — Shirwal**

DO No.	Material	Qty (pcs)	HUs	Wt
80840152	Furniture edge protector	12,000	60	1.8 MT

Total combined — 236 HUs, 4.0 MT across 2 DOs.

This is a split-destination load so driver must have both DO copies and separate PODs for each customer — gate at Taloja will verify before release. This has been flagged as multiple customers in one vehicle, pls confirm with transporter that they are ok with two drop points and revert with vehicle no. and driver details latest by 08:00 on 14 Aug. Any delay or confusion at Shirwal gate last time was due to missing second DO — ensure that does not repeat.

Rakesh

Ground truth — written before any model saw it

DO 80840151
customer_nameGodrej Consumerorigin_textTalojadest_textBhiwanditotal_qty_pcs88000total_hus176weight_kg2200
MaterialCodeQtyHUsWt kg
Cinthol soap wrap880001762200
DO 80840152
customer_nameGodrej Interioorigin_textTalojadest_textShirwaltotal_qty_pcs12000total_hus60weight_kg1800
MaterialCodeQtyHUsWt kg
Furniture edge protector12000601800

Flags

multiple_customers_one_email

Notes

  • two different customers in one email
generated

D-025

L'Oreal India / Pantnagar — cancelling a DO sent earlier — not a new order no_order

Email as received

Subject: Vehicle reqd 14/08 | L'Oreal India Baddi | nil DO's
From: Priya Bisht, Sales Coordinator, Pantnagar
To: PN1 Dispatch; Logistics PN
Received: 2026-08-13T12:30:00+05:30

Hi Team,

This is to inform you that DO 80840021 (Pantnagar → Baddi / L'Oreal India, PIN 173205) stands cancelled. Pls do not load or dispatch against this DO — no vehicle to be tagged, no gate pass to be issued.

If any truck has already been assigned or is waiting at gate for this DO, pls hold immediately and confirm back to me. Kindly ensure the earlier dispatch instruction is withdrawn from your records.

Confirm cancellation acknowledged.

Radhika

Ground truth — written before any model saw it

No orders expected.

Flags

cancellation

Notes

  • cancelling a DO sent earlier — not a new order
generated

D-026

Rebel Foods / Daman — reply chain: order details in the deepest quoted block create

Email as received

Subject: Vehicle reqd 14/08 | Rebel Foods Chennai | 1 DO's
From: Rakesh Tandel, CS Executive, Daman
To: Daman Dispatch
Received: 2026-08-13T12:30:00+05:30

Hi Team,

Pls find below dispatch details for Rebel Foods – Chennai. Vehicle to be loaded at Daman plant by 09:00 hrs on 14 Aug and delivery reqd at destination by 18:00 hrs on 15 Aug. Kindly refer the deepest quoted block in this reply chain for original order details.

DO No.	Material	Qty (pcs)	HUs	Wt
80840161	Sweet Truth Cake Box 1kg	5,600	56	1.1 MT

Total			56	1.1 MT

Pls confirm vehicle no. and driver details back to me by tonight – this is D-026 and we cannot afford any delay given the Independence Day weekend. Gate will need advance intimation, so coordinate with Daman security at least 2 hrs before arrival. Escalate immediately if there is any issue arranging the vehicle.

Rohit

Ground truth — written before any model saw it

DO 80840161
customer_nameRebel Foodsorigin_textDamandest_textChennaitotal_qty_pcs5600total_hus56weight_kg1100
MaterialCodeQtyHUsWt kg
Sweet Truth Cake Box 1kg5600561100

Notes

  • reply chain: order details in the deepest quoted block
generated

D-027

ITC Limited Foods Division / Sricity — POD chase and a complaint, no order at all no_order

Email as received

Subject: Vehicle reqd 14/08 | ITC Limited Foods Division  | nil DO's
From: S. Lakshmi, Key Account Desk, Sricity
To: Sricity Dispatch; Logistics SC
Received: 2026-08-13T12:30:00+05:30

Hi Team,

Hope everyone is doing well. This mail is regarding pending PODs for ITC Limited Foods Division dispatches from our Sricity plant — we have not received acknowledgement copies for several shipments and the customer has raised a complaint on the same.

Request all coordinators to urgently check your records and share the signed POD copies with us at the earliest. ITC Foods has escalated this internally and we are getting repeated follow-ups from their end. Pls do not delay further — if any POD is lost or misplaced at transporter level, kindly get a duplicate stamp + sign from the delivery point and send across immediately.

All pending PODs to be submitted by EOD today without fail. Any issues, escalate directly to me.

Radhika

Ground truth — written before any model saw it

No orders expected.

Notes

  • POD chase and a complaint, no order at all
generated

D-028

Caterpillar India / Hosur — customer states the freight rate they expect create_with_flag

Email as received

Subject: Vehicle reqd 14/08 | Caterpillar India Thiruvallur | 1 DO's
From: R. Ganesan, Logistics Executive, Hosur
To: Hosur Dispatch; SC South
Received: 2026-08-13T12:30:00+05:30

Hi Team,

Pls note dispatch D-028 from Hosur plant to Caterpillar India, Thiruvallur. Pickup scheduled 14 Aug 2026 at 09:00, delivery reqd by 15 Aug 2026 18:00.

DO No.	Material	Qty (pcs)	HUs	Wt
80840171	Machined part crate	420	42	8.4 MT

Total	—	420	42	8.4 MT

⚠️ Flag — customer_stated_rate: Caterpillar India has stated they expect freight rate of ₹18,500 for this movement. Pls do NOT confirm or commit to any rate with the transporter until this is reviewed and cleared by commercial team. Coordinate with them before finalising vehicle.

Vehicle to be confirmed back to me latest by 08:00 on 14 Aug. Any delay pls escalate immediately, we cannot miss the delivery window on this one.

Regards,
Priya

Ground truth — written before any model saw it

DO 80840171
customer_nameCaterpillar Indiaorigin_textHosurdest_textThiruvallurtotal_qty_pcs420total_hus42weight_kg8400
MaterialCodeQtyHUsWt kg
Machined part crate420428400

Flags

customer_stated_rate

Notes

  • customer states the freight rate they expect
generated

D-029

Berger Paints / Taloja — multi-drop, one vehicle two consignees create_with_flag

Email as received

Subject: Vehicle reqd 14/08 | Berger Paints Nagpur | 1 DO's
From: Manoj Deshpande, Dispatch Coordinator, Taloja
To: Taloja Dispatch
Received: 2026-08-13T12:30:00+05:30

Hi Team,

Pls note below dispatch requirement from Taloja plant for Berger Paints — this is a multi-drop movement, single vehicle covering two consignees. First drop Nagpur, second drop Wardha. Kindly arrange accordingly and ensure driver is briefed on both delivery points before departure.

DO No.	Material	Qty (pcs)	HUs	Wt
80840181	Weathercoat 10L carton	9,600	80	3.2 MT

Total HUs across both drops: 110 (80 Nagpur + 30 Wardha) | Total Wt: 4.4 MT

Pickup from Taloja on 14 Aug 2026 by 09:00 hrs. Delivery at Nagpur by 15 Aug 2026 18:00 hrs — Wardha drop to be completed same day. Vehicle must report to gate with both sets of docs (separate DO-wise). This has been flagged as a multi-drop — driver should not offload Wardha material at Nagpur, pls confirm this is communicated clearly to the transporter.

Reqd vehicle confirmation back to me by today EOD, no delays on this one as 15th is Independence Day and customer needs material before holiday shutdown.

Rohit

Ground truth — written before any model saw it

DO 80840181
customer_nameBerger Paintsorigin_textTalojadest_textNagpurtotal_qty_pcs9600total_hus80weight_kg3200
MaterialCodeQtyHUsWt kg
Weathercoat 10L carton9600803200

Flags

multi_drop

Notes

  • multi-drop, one vehicle two consignees
generated

D-030

Havells India / Pantnagar — lakh notation with an unusual grouping to stress the parser create_with_flag

Email as received

Subject: Vehicle reqd 14/08 | Havells India Neemrana | 1 DO's
From: Priya Bisht, Sales Coordinator, Pantnagar
To: PN1 Dispatch; Logistics PN
Received: 2026-08-13T12:30:00+05:30

Hi Team,

Sharing below the dispatch details for Havells India – Neemrana (301705) pickup scheduled 14 Aug 2026 at 09:00, delivery reqd by 15 Aug 2026 18:00. This is a very high piece count movement ex-Pantnagar, pls ensure adequate vehicle capacity is confirmed before gate-in.

DO No.	Material	Qty (pcs)	HUs	Wt
80840191	LED bulb inner carton	12,50,000	250	3.75 MT

Total		12,50,000	250	3.75 MT

Kindly note the piece count here is unusually large – gate team to double-check HU count (250 cartons) against the DO before sealing. Vehicle must be confirmed back to me by 14 Aug 09:00 sharp, no delays will be accommodated given the Independence Day window. Any issues pls escalate immediately, don't wait.

Rohit

Ground truth — written before any model saw it

DO 80840191
customer_nameHavells Indiaorigin_textPantnagardest_textNeemranatotal_qty_pcs1250000total_hus250weight_kg3750
MaterialCodeQtyHUsWt kg
LED bulb inner carton12500002503750

Flags

very_high_piece_count

Notes

  • lakh notation with an unusual grouping to stress the parser